from glob import iglob
import pandas as pd
import pandas_profiling
%matplotlib inline
from matplotlib import pyplot as plt
import seaborn as sns
from pylab import rcParams
rcParams['figure.figsize'] = 8, 5
import numpy as np

%config InlineBackend.figure_format = 'svg'

Задача: 2. Выбрать датасет и провести его анализ

• Выбрать данные
• Составить список вопросов, по которым хотелось бы получить ответ в виде графиков (и расширять этот список вопросов в процессе выполнения задания)
• Построить соответствующие визуализации

Выбрал данные.

Speed Dating Experiment What attributes influence the selection of a romantic partner?

Эксперимент по Быстрому Знакомству Какие атрибуты влияют на выбор романтического партнера?

https://www.kaggle.com/annavictoria/speed-dating-experiment/version/1

file_name = 'speed_dating_data.csv'
dating_data = pd.read_csv(file_name, index_col=0 ,sep=',', encoding = "ISO-8859-1", na_values='NaN')

dating_data.head(10)

	id	gender	idg	condtn	wave	round	position	positin1	order	partner	...	attr3_3	sinc3_3	intel3_3	fun3_3	amb3_3	attr5_3	sinc5_3	intel5_3	fun5_3	amb5_3
iid
1	1.0	0	1	1	1	10	7	NaN	4	1	...	5.0	7.0	7.0	7.0	7.0	NaN	NaN	NaN	NaN	NaN
1	1.0	0	1	1	1	10	7	NaN	3	2	...	5.0	7.0	7.0	7.0	7.0	NaN	NaN	NaN	NaN	NaN
1	1.0	0	1	1	1	10	7	NaN	10	3	...	5.0	7.0	7.0	7.0	7.0	NaN	NaN	NaN	NaN	NaN
1	1.0	0	1	1	1	10	7	NaN	5	4	...	5.0	7.0	7.0	7.0	7.0	NaN	NaN	NaN	NaN	NaN
1	1.0	0	1	1	1	10	7	NaN	7	5	...	5.0	7.0	7.0	7.0	7.0	NaN	NaN	NaN	NaN	NaN
1	1.0	0	1	1	1	10	7	NaN	6	6	...	5.0	7.0	7.0	7.0	7.0	NaN	NaN	NaN	NaN	NaN
1	1.0	0	1	1	1	10	7	NaN	1	7	...	5.0	7.0	7.0	7.0	7.0	NaN	NaN	NaN	NaN	NaN
1	1.0	0	1	1	1	10	7	NaN	2	8	...	5.0	7.0	7.0	7.0	7.0	NaN	NaN	NaN	NaN	NaN
1	1.0	0	1	1	1	10	7	NaN	8	9	...	5.0	7.0	7.0	7.0	7.0	NaN	NaN	NaN	NaN	NaN
1	1.0	0	1	1	1	10	7	NaN	9	10	...	5.0	7.0	7.0	7.0	7.0	NaN	NaN	NaN	NaN	NaN

10 rows × 194 columns

print(dating_data.columns)

Index(['id', 'gender', 'idg', 'condtn', 'wave', 'round', 'position',
       'positin1', 'order', 'partner',
       ...
       'attr3_3', 'sinc3_3', 'intel3_3', 'fun3_3', 'amb3_3', 'attr5_3',
       'sinc5_3', 'intel5_3', 'fun5_3', 'amb5_3'],
      dtype='object', length=194)

Выполним профайлинг данных

pandas_profiling.ProfileReport(dating_data)

Overview

Dataset info

Number of variables	195
Number of observations	8378
Total Missing (%)	26.4%
Total size in memory	12.5 MiB
Average record size in memory	1.5 KiB

Variables types

Numeric	178
Categorical	8
Boolean	6
Date	0
Text (Unique)	0
Rejected	3
Unsupported	0

Warnings

• age has 95 / 1.1% missing values Missing
• age_o has 104 / 1.2% missing values Missing
• amb has 712 / 8.5% missing values Missing
• amb1_1 has 99 / 1.2% missing values Missing
• amb1_1 has 825 / 9.8% zeros Zeros
• amb1_2 has 915 / 10.9% missing values Missing
• amb1_2 has 894 / 10.7% zeros Zeros
• amb1_3 has 4404 / 52.6% missing values Missing
• amb1_3 has 428 / 5.1% zeros Zeros
• amb1_s has 4282 / 51.1% missing values Missing
• amb1_s has 166 / 2.0% zeros Zeros
• amb2_1 has 89 / 1.1% missing values Missing
• amb2_1 has 609 / 7.3% zeros Zeros
• amb2_2 has 2603 / 31.1% missing values Missing
• amb2_2 has 298 / 3.6% zeros Zeros
• amb2_3 has 5419 / 64.7% missing values Missing
• amb2_3 has 296 / 3.5% zeros Zeros
• amb3_1 has 105 / 1.3% missing values Missing
• amb3_2 has 915 / 10.9% missing values Missing
• amb3_3 has 4404 / 52.6% missing values Missing
• amb3_s has 4378 / 52.3% missing values Missing
• amb4_1 has 1889 / 22.5% missing values Missing
• amb4_1 has 563 / 6.7% zeros Zeros
• amb4_2 has 2603 / 31.1% missing values Missing
• amb4_2 has 467 / 5.6% zeros Zeros
• amb4_3 has 5419 / 64.7% missing values Missing
• amb4_3 has 290 / 3.5% zeros Zeros
• amb5_1 has 3472 / 41.4% missing values Missing
• amb5_2 has 4001 / 47.8% missing values Missing
• amb5_3 has 6362 / 75.9% missing values Missing
• amb7_2 has 6423 / 76.7% missing values Missing
• amb7_2 has 536 / 6.4% zeros Zeros
• amb7_3 has 6362 / 75.9% missing values Missing
• amb7_3 has 509 / 6.1% zeros Zeros
• amb_o has 722 / 8.6% missing values Missing
• attr has 202 / 2.4% missing values Missing
• attr1_2 has 933 / 11.1% missing values Missing
• attr1_3 has 4404 / 52.6% missing values Missing
• attr1_s has 4282 / 51.1% missing values Missing
• attr2_2 has 2603 / 31.1% missing values Missing
• attr2_3 has 5419 / 64.7% missing values Missing
• attr3_1 has 105 / 1.3% missing values Missing
• attr3_2 has 915 / 10.9% missing values Missing
• attr3_3 has 4404 / 52.6% missing values Missing
• attr3_s has 4378 / 52.3% missing values Missing
• attr4_1 has 1889 / 22.5% missing values Missing
• attr4_2 has 2603 / 31.1% missing values Missing
• attr4_3 has 5419 / 64.7% missing values Missing
• attr5_1 has 3472 / 41.4% missing values Missing
• attr5_2 has 4001 / 47.8% missing values Missing
• attr5_3 has 6362 / 75.9% missing values Missing
• attr7_2 has 6394 / 76.3% missing values Missing
• attr7_3 has 6362 / 75.9% missing values Missing
• attr_o has 212 / 2.5% missing values Missing
• career has 89 / 1.1% missing values Missing
• career has a high cardinality: 368 distinct values Warning
• career_c has 138 / 1.6% missing values Missing
• date has 97 / 1.2% missing values Missing
• date_3 has 4404 / 52.6% missing values Missing
• date_3 has 2476 / 29.6% zeros Zeros
• exphappy has 101 / 1.2% missing values Missing
• expnum has 6578 / 78.5% missing values Missing
• expnum has 114 / 1.4% zeros Zeros
• field has a high cardinality: 260 distinct values Warning
• from has a high cardinality: 270 distinct values Warning
• fun has 350 / 4.2% missing values Missing
• fun1_1 has 89 / 1.1% missing values Missing
• fun1_2 has 915 / 10.9% missing values Missing
• fun1_3 has 4404 / 52.6% missing values Missing
• fun1_s has 4282 / 51.1% missing values Missing
• fun2_2 has 2603 / 31.1% missing values Missing
• fun2_3 has 5419 / 64.7% missing values Missing
• fun3_1 has 105 / 1.3% missing values Missing
• fun3_2 has 915 / 10.9% missing values Missing
• fun3_3 has 4404 / 52.6% missing values Missing
• fun3_s has 4378 / 52.3% missing values Missing
• fun4_1 has 1889 / 22.5% missing values Missing
• fun4_2 has 2603 / 31.1% missing values Missing
• fun4_3 has 5419 / 64.7% missing values Missing
• fun5_1 has 3472 / 41.4% missing values Missing
• fun5_2 has 4001 / 47.8% missing values Missing
• fun5_3 has 6362 / 75.9% missing values Missing
• fun7_2 has 6394 / 76.3% missing values Missing
• fun7_3 has 6362 / 75.9% missing values Missing
• fun_o has 360 / 4.3% missing values Missing
• idg is highly correlated with id (ρ = 0.99803) Rejected
• income has 4099 / 48.9% missing values Missing
• income has a high cardinality: 262 distinct values Warning
• int_corr has 158 / 1.9% missing values Missing
• intel has 296 / 3.5% missing values Missing
• intel1_2 has 915 / 10.9% missing values Missing
• intel1_2 has 151 / 1.8% zeros Zeros
• intel1_3 has 4404 / 52.6% missing values Missing
• intel1_s has 4282 / 51.1% missing values Missing
• intel2_1 has 254 / 3.0% zeros Zeros
• intel2_2 has 2603 / 31.1% missing values Missing
• intel2_3 has 5419 / 64.7% missing values Missing
• intel2_3 has 132 / 1.6% zeros Zeros
• intel3_1 has 105 / 1.3% missing values Missing
• intel3_2 has 915 / 10.9% missing values Missing
• intel3_3 has 4404 / 52.6% missing values Missing
• intel3_s has 4378 / 52.3% missing values Missing
• intel4_1 has 1889 / 22.5% missing values Missing
• intel4_1 has 125 / 1.5% zeros Zeros
• intel4_2 has 2603 / 31.1% missing values Missing
• intel4_2 has 98 / 1.2% zeros Zeros
• intel4_3 has 5419 / 64.7% missing values Missing
• intel4_3 has 93 / 1.1% zeros Zeros
• intel5_1 has 3472 / 41.4% missing values Missing
• intel5_2 has 4001 / 47.8% missing values Missing
• intel5_3 has 6362 / 75.9% missing values Missing
• intel7_2 has 6394 / 76.3% missing values Missing
• intel7_3 has 6362 / 75.9% missing values Missing
• intel7_3 has 85 / 1.0% zeros Zeros
• intel_o has 306 / 3.7% missing values Missing
• length has 915 / 10.9% missing values Missing
• like has 240 / 2.9% missing values Missing
• like_o has 250 / 3.0% missing values Missing
• match_es has 1173 / 14.0% missing values Missing
• match_es has 616 / 7.4% zeros Zeros
• met has 375 / 4.5% missing values Missing
• met has 4047 / 48.3% zeros Zeros
• met_o has 385 / 4.6% missing values Missing
• mn_sat has 5245 / 62.6% missing values Missing
• mn_sat has a high cardinality: 69 distinct values Warning
• num_in_3 has 7710 / 92.0% missing values Missing
• num_in_3 has 159 / 1.9% zeros Zeros
• numdat_2 has 945 / 11.3% missing values Missing
• numdat_3 has 6882 / 82.1% missing values Missing
• numdat_3 has 293 / 3.5% zeros Zeros
• pf_o_amb has 107 / 1.3% missing values Missing
• pf_o_amb has 825 / 9.8% zeros Zeros
• pf_o_att has 89 / 1.1% missing values Missing
• pf_o_fun has 98 / 1.2% missing values Missing
• pf_o_int has 89 / 1.1% missing values Missing
• pf_o_sha has 129 / 1.5% missing values Missing
• pf_o_sha has 713 / 8.5% zeros Zeros
• pf_o_sin has 89 / 1.1% missing values Missing
• pf_o_sin has 208 / 2.5% zeros Zeros
• pid is highly correlated with wave (ρ = 0.99671) Rejected
• positin1 has 1846 / 22.0% missing values Missing
• prob has 309 / 3.7% missing values Missing
• prob_o has 318 / 3.8% missing values Missing
• satis_2 has 915 / 10.9% missing values Missing
• shar has 1067 / 12.7% missing values Missing
• shar1_1 has 121 / 1.4% missing values Missing
• shar1_1 has 713 / 8.5% zeros Zeros
• shar1_2 has 915 / 10.9% missing values Missing
• shar1_2 has 528 / 6.3% zeros Zeros
• shar1_3 has 4404 / 52.6% missing values Missing
• shar1_3 has 261 / 3.1% zeros Zeros
• shar1_s has 4282 / 51.1% missing values Missing
• shar1_s has 129 / 1.5% zeros Zeros
• shar2_1 has 89 / 1.1% missing values Missing
• shar2_1 has 553 / 6.6% zeros Zeros
• shar2_2 has 2603 / 31.1% missing values Missing
• shar2_2 has 303 / 3.6% zeros Zeros
• shar2_3 has 6362 / 75.9% missing values Missing
• shar2_3 has 154 / 1.8% zeros Zeros
• shar4_1 has 1911 / 22.8% missing values Missing
• shar4_1 has 271 / 3.2% zeros Zeros
• shar4_2 has 2603 / 31.1% missing values Missing
• shar4_2 has 288 / 3.4% zeros Zeros
• shar4_3 has 5419 / 64.7% missing values Missing
• shar4_3 has 131 / 1.6% zeros Zeros
• shar7_2 has 6404 / 76.4% missing values Missing
• shar7_2 has 213 / 2.5% zeros Zeros
• shar7_3 has 6362 / 75.9% missing values Missing
• shar7_3 has 316 / 3.8% zeros Zeros
• shar_o has 1076 / 12.8% missing values Missing
• sinc has 277 / 3.3% missing values Missing
• sinc1_1 has 208 / 2.5% zeros Zeros
• sinc1_2 has 915 / 10.9% missing values Missing
• sinc1_2 has 205 / 2.4% zeros Zeros
• sinc1_3 has 4404 / 52.6% missing values Missing
• sinc1_3 has 145 / 1.7% zeros Zeros
• sinc1_s has 4282 / 51.1% missing values Missing
• sinc1_s has 88 / 1.1% zeros Zeros
• sinc2_1 has 430 / 5.1% zeros Zeros
• sinc2_2 has 2603 / 31.1% missing values Missing
• sinc2_2 has 200 / 2.4% zeros Zeros
• sinc2_3 has 5419 / 64.7% missing values Missing
• sinc2_3 has 196 / 2.3% zeros Zeros
• sinc3_1 has 105 / 1.3% missing values Missing
• sinc3_2 has 915 / 10.9% missing values Missing
• sinc3_3 has 4404 / 52.6% missing values Missing
• sinc3_s has 4378 / 52.3% missing values Missing
• sinc4_1 has 1889 / 22.5% missing values Missing
• sinc4_1 has 363 / 4.3% zeros Zeros
• sinc4_2 has 2603 / 31.1% missing values Missing
• sinc4_2 has 195 / 2.3% zeros Zeros
• sinc4_3 has 5419 / 64.7% missing values Missing
• sinc4_3 has 138 / 1.6% zeros Zeros
• sinc5_1 has 3472 / 41.4% missing values Missing
• sinc5_2 has 4001 / 47.8% missing values Missing
• sinc5_3 has 6362 / 75.9% missing values Missing
• sinc7_2 has 6423 / 76.7% missing values Missing
• sinc7_2 has 173 / 2.1% zeros Zeros
• sinc7_3 has 6362 / 75.9% missing values Missing
• sinc7_3 has 183 / 2.2% zeros Zeros
• sinc_o has 287 / 3.4% missing values Missing
• them_cal has 4404 / 52.6% missing values Missing
• them_cal has 1975 / 23.6% zeros Zeros
• tuition has 4795 / 57.2% missing values Missing
• tuition has a high cardinality: 116 distinct values Warning
• undergra has 3464 / 41.3% missing values Missing
• undergra has a high cardinality: 242 distinct values Warning
• wave is highly correlated with iid (ρ = 0.99671) Rejected
• you_call has 4404 / 52.6% missing values Missing
• you_call has 2430 / 29.0% zeros Zeros
• zipcode has 1064 / 12.7% missing values Missing
• zipcode has a high cardinality: 410 distinct values Warning

Variables

age
Numeric

Distinct count	25
Unique (%)	0.3%
Missing (%)	1.1%
Missing (n)	95
Infinite (%)	0.0%
Infinite (n)	0

Mean	26.359
Minimum	18
Maximum	55
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	18
5-th percentile	22
Q1	24
Median	26
Q3	28
95-th percentile	33
Maximum	55
Range	37
Interquartile range	4

Descriptive statistics

Standard deviation	3.5668
Coef of variation	0.13532
Kurtosis	3.6322
Mean	26.359
MAD	2.7727
Skewness	1.0696
Sum	218330
Variance	12.722
Memory size	65.5 KiB

Value	Count	Frequency (%)
27.0	1059	12.6%
23.0	894	10.7%
26.0	869	10.4%
24.0	863	10.3%
25.0	837	10.0%
28.0	746	8.9%
22.0	655	7.8%
29.0	589	7.0%
30.0	574	6.9%
21.0	291	3.5%
Other values (14)	906	10.8%

Minimum 5 values

Value	Count	Frequency (%)
18.0	10	0.1%
19.0	20	0.2%
20.0	55	0.7%
21.0	291	3.5%
22.0	655	7.8%

Maximum 5 values

Value	Count	Frequency (%)
37.0	5	0.1%
38.0	19	0.2%
39.0	18	0.2%
42.0	20	0.2%
55.0	6	0.1%

age_o
Numeric

Distinct count	25
Unique (%)	0.3%
Missing (%)	1.2%
Missing (n)	104
Infinite (%)	0.0%
Infinite (n)	0

Mean	26.365
Minimum	18
Maximum	55
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	18
5-th percentile	22
Q1	24
Median	26
Q3	28
95-th percentile	33
Maximum	55
Range	37
Interquartile range	4

Descriptive statistics

Standard deviation	3.5636
Coef of variation	0.13517
Kurtosis	3.6459
Mean	26.365
MAD	2.7701
Skewness	1.0735
Sum	218140
Variance	12.7
Memory size	65.5 KiB

Value	Count	Frequency (%)
27.0	1059	12.6%
23.0	894	10.7%
26.0	869	10.4%
24.0	863	10.3%
25.0	837	10.0%
28.0	746	8.9%
22.0	651	7.8%
29.0	589	7.0%
30.0	574	6.9%
21.0	289	3.4%
Other values (14)	903	10.8%

Minimum 5 values

Value	Count	Frequency (%)
18.0	9	0.1%
19.0	19	0.2%
20.0	54	0.6%
21.0	289	3.4%
22.0	651	7.8%

Maximum 5 values

Value	Count	Frequency (%)
37.0	5	0.1%
38.0	19	0.2%
39.0	18	0.2%
42.0	20	0.2%
55.0	6	0.1%

amb
Numeric

Distinct count	16
Unique (%)	0.2%
Missing (%)	8.5%
Missing (n)	712
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.7775
Minimum	0
Maximum	10
Zeros (%)	0.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	4
Q1	6
Median	7
Q3	8
95-th percentile	10
Maximum	10
Range	10
Interquartile range	2

Descriptive statistics

Standard deviation	1.7941
Coef of variation	0.26471
Kurtosis	0.16967
Mean	6.7775
MAD	1.4324
Skewness	-0.39401
Sum	51956
Variance	3.2186
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	1681	20.1%
8.0	1509	18.0%
6.0	1425	17.0%
5.0	1106	13.2%
9.0	788	9.4%
10.0	470	5.6%
4.0	361	4.3%
3.0	173	2.1%
2.0	101	1.2%
1.0	42	0.5%
Other values (5)	10	0.1%
(Missing)	712	8.5%

Minimum 5 values

Value	Count	Frequency (%)
0.0	5	0.1%
1.0	42	0.5%
2.0	101	1.2%
3.0	173	2.1%
4.0	361	4.3%

Maximum 5 values

Value	Count	Frequency (%)
8.0	1509	18.0%
8.5	1	0.0%
9.0	788	9.4%
9.5	1	0.0%
10.0	470	5.6%

amb1_1
Numeric

Distinct count	83
Unique (%)	1.0%
Missing (%)	1.2%
Missing (n)	99
Infinite (%)	0.0%
Infinite (n)	0

Mean	10.683
Minimum	0
Maximum	53
Zeros (%)	9.8%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
Median	10
Q3	15
95-th percentile	20
Maximum	53
Range	53
Interquartile range	10

Descriptive statistics

Standard deviation	6.1249
Coef of variation	0.57336
Kurtosis	1.8563
Mean	10.683
MAD	4.8896
Skewness	0.25323
Sum	88441
Variance	37.514
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	2009	24.0%
15.0	1182	14.1%
5.0	1159	13.8%
0.0	825	9.8%
20.0	515	6.1%
16.0	169	2.0%
18.0	147	1.8%
14.0	136	1.6%
8.0	117	1.4%
12.0	93	1.1%
Other values (72)	1927	23.0%
(Missing)	99	1.2%

Minimum 5 values

Value	Count	Frequency (%)
0.0	825	9.8%
1.0	46	0.5%
2.0	63	0.8%
2.33	20	0.2%
2.38	20	0.2%

Maximum 5 values

Value	Count	Frequency (%)
20.41	10	0.1%
20.59	20	0.2%
25.0	37	0.4%
30.0	18	0.2%
53.0	10	0.1%

amb1_2
Numeric

Distinct count	74
Unique (%)	0.9%
Missing (%)	10.9%
Missing (n)	915
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.9134
Minimum	0
Maximum	22.22
Zeros (%)	10.7%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
Median	10
Q3	15
95-th percentile	20
Maximum	22.22
Range	22.22
Interquartile range	10

Descriptive statistics

Standard deviation	5.6756
Coef of variation	0.57251
Kurtosis	-0.74274
Mean	9.9134
MAD	4.3952
Skewness	-0.14682
Sum	73984
Variance	32.212
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	2249	26.8%
5.0	1114	13.3%
0.0	894	10.7%
15.0	776	9.3%
20.0	429	5.1%
16.67	160	1.9%
16.0	110	1.3%
14.29	82	1.0%
11.11	66	0.8%
12.5	60	0.7%
Other values (63)	1523	18.2%
(Missing)	915	10.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	894	10.7%
1.0	30	0.4%
2.0	29	0.3%
2.5	20	0.2%
2.56	10	0.1%

Maximum 5 values

Value	Count	Frequency (%)
18.6	16	0.2%
18.75	26	0.3%
18.87	10	0.1%
20.0	429	5.1%
22.22	20	0.2%

amb1_3
Numeric

Distinct count	57
Unique (%)	0.7%
Missing (%)	52.6%
Missing (n)	4404
Infinite (%)	0.0%
Infinite (n)	0

Mean	10.898
Minimum	0
Maximum	30
Zeros (%)	5.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
Median	10
Q3	15
95-th percentile	20
Maximum	30
Range	30
Interquartile range	10

Descriptive statistics

Standard deviation	5.9007
Coef of variation	0.54144
Kurtosis	-0.66438
Mean	10.898
MAD	4.8758
Skewness	-0.28292
Sum	43309
Variance	34.818
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	967	11.5%
15.0	605	7.2%
5.0	590	7.0%
0.0	428	5.1%
20.0	218	2.6%
16.67	86	1.0%
17.0	69	0.8%
17.39	66	0.8%
18.37	50	0.6%
15.69	40	0.5%
Other values (46)	855	10.2%
(Missing)	4404	52.6%

Minimum 5 values

Value	Count	Frequency (%)
0.0	428	5.1%
2.0	9	0.1%
3.0	24	0.3%
4.0	21	0.3%
5.0	590	7.0%

Maximum 5 values

Value	Count	Frequency (%)
19.23	10	0.1%
19.57	20	0.2%
20.0	218	2.6%
22.5	20	0.2%
30.0	8	0.1%

amb1_s
Numeric

Distinct count	77
Unique (%)	0.9%
Missing (%)	51.1%
Missing (n)	4282
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.145
Minimum	0
Maximum	23.81
Zeros (%)	2.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
Median	10
Q3	15
95-th percentile	20
Maximum	23.81
Range	23.81
Interquartile range	8

Descriptive statistics

Standard deviation	5.514
Coef of variation	0.49477
Kurtosis	-0.77734
Mean	11.145
MAD	4.6241
Skewness	-0.1227
Sum	45648
Variance	30.404
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	718	8.6%
5.0	457	5.5%
15.0	341	4.1%
20.0	233	2.8%
0.0	166	2.0%
7.0	139	1.7%
8.0	124	1.5%
6.0	100	1.2%
16.67	87	1.0%
14.0	85	1.0%
Other values (66)	1646	19.6%
(Missing)	4282	51.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	166	2.0%
0.5	9	0.1%
1.0	57	0.7%
2.0	46	0.5%
2.38	5	0.1%

Maximum 5 values

Value	Count	Frequency (%)
19.44	16	0.2%
19.61	40	0.5%
20.0	233	2.8%
21.95	20	0.2%
23.81	20	0.2%

amb2_1
Numeric

Distinct count	78
Unique (%)	0.9%
Missing (%)	1.1%
Missing (n)	89
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.744
Minimum	0
Maximum	50
Zeros (%)	7.3%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
Median	10
Q3	15
95-th percentile	24.14
Maximum	50
Range	50
Interquartile range	9

Descriptive statistics

Standard deviation	6.8865
Coef of variation	0.58636
Kurtosis	2.0206
Mean	11.744
MAD	5.3878
Skewness	0.68406
Sum	97350
Variance	47.424
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	2264	27.0%
5.0	1236	14.8%
15.0	936	11.2%
20.0	712	8.5%
0.0	609	7.3%
25.0	214	2.6%
30.0	166	2.0%
14.29	124	1.5%
13.0	119	1.4%
16.0	113	1.3%
Other values (67)	1796	21.4%

Minimum 5 values

Value	Count	Frequency (%)
0.0	609	7.3%
1.0	82	1.0%
2.0	63	0.8%
2.78	20	0.2%
3.0	18	0.2%

Maximum 5 values

Value	Count	Frequency (%)
24.14	20	0.2%
25.0	214	2.6%
30.0	166	2.0%
35.0	6	0.1%
50.0	21	0.3%

amb2_2
Numeric

Distinct count	77
Unique (%)	0.9%
Missing (%)	31.1%
Missing (n)	2603
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.91
Minimum	0
Maximum	50
Zeros (%)	3.6%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
Median	10
Q3	15.09
95-th percentile	20
Maximum	50
Range	50
Interquartile range	5.09

Descriptive statistics

Standard deviation	6.3133
Coef of variation	0.53009
Kurtosis	5.0934
Mean	11.91
MAD	4.833
Skewness	1.0022
Sum	68779
Variance	39.858
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	1593	19.0%
5.0	777	9.3%
15.0	697	8.3%
20.0	391	4.7%
0.0	298	3.6%
16.67	144	1.7%
15.91	86	1.0%
3.0	82	1.0%
13.95	62	0.7%
14.89	56	0.7%
Other values (66)	1589	19.0%
(Missing)	2603	31.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	298	3.6%
1.0	18	0.2%
2.0	14	0.2%
3.0	82	1.0%
4.35	20	0.2%

Maximum 5 values

Value	Count	Frequency (%)
22.22	20	0.2%
25.0	35	0.4%
30.0	42	0.5%
40.0	20	0.2%
50.0	21	0.3%

amb2_3
Numeric

Distinct count	18
Unique (%)	0.2%
Missing (%)	64.7%
Missing (n)	5419
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.5262
Minimum	0
Maximum	50
Zeros (%)	3.5%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
Median	10
Q3	10
95-th percentile	20
Maximum	50
Range	50
Interquartile range	4

Descriptive statistics

Standard deviation	6.4031
Coef of variation	0.67216
Kurtosis	10.304
Mean	9.5262
MAD	4.1544
Skewness	2.0785
Sum	28188
Variance	41
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	878	10.5%
15.0	314	3.7%
0.0	296	3.5%
5.0	275	3.3%
7.0	251	3.0%
8.0	214	2.6%
20.0	208	2.5%
9.0	190	2.3%
6.0	136	1.6%
4.0	59	0.7%
Other values (7)	138	1.6%
(Missing)	5419	64.7%

Minimum 5 values

Value	Count	Frequency (%)
0.0	296	3.5%
2.0	20	0.2%
3.0	10	0.1%
4.0	59	0.7%
5.0	275	3.3%

Maximum 5 values

Value	Count	Frequency (%)
15.0	314	3.7%
20.0	208	2.5%
25.0	42	0.5%
30.0	10	0.1%
50.0	21	0.3%

amb3_1
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	1.3%
Missing (n)	105
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.5784
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	4
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.7783
Coef of variation	0.23466
Kurtosis	0.37491
Mean	7.5784
MAD	1.417
Skewness	-0.77733
Sum	62696
Variance	3.1624
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	2028	24.2%
7.0	1662	19.8%
9.0	1612	19.2%
10.0	1121	13.4%
6.0	717	8.6%
5.0	629	7.5%
4.0	257	3.1%
3.0	151	1.8%
2.0	96	1.1%
(Missing)	105	1.3%

Minimum 5 values

Value	Count	Frequency (%)
2.0	96	1.1%
3.0	151	1.8%
4.0	257	3.1%
5.0	629	7.5%
6.0	717	8.6%

Maximum 5 values

Value	Count	Frequency (%)
6.0	717	8.6%
7.0	1662	19.8%
8.0	2028	24.2%
9.0	1612	19.2%
10.0	1121	13.4%

amb3_2
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	10.9%
Missing (n)	915
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.4868
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	4
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.7446
Coef of variation	0.23303
Kurtosis	0.73827
Mean	7.4868
MAD	1.377
Skewness	-0.85351
Sum	55874
Variance	3.0437
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1847	22.0%
7.0	1590	19.0%
9.0	1497	17.9%
6.0	890	10.6%
10.0	766	9.1%
5.0	396	4.7%
4.0	201	2.4%
3.0	159	1.9%
2.0	117	1.4%
(Missing)	915	10.9%

Minimum 5 values

Value	Count	Frequency (%)
2.0	117	1.4%
3.0	159	1.9%
4.0	201	2.4%
5.0	396	4.7%
6.0	890	10.6%

Maximum 5 values

Value	Count	Frequency (%)
6.0	890	10.6%
7.0	1590	19.0%
8.0	1847	22.0%
9.0	1497	17.9%
10.0	766	9.1%

amb3_3
Numeric

Distinct count	12
Unique (%)	0.1%
Missing (%)	52.6%
Missing (n)	4404
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.3915
Minimum	1
Maximum	12
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	4
Q1	6
Median	8
Q3	9
95-th percentile	10
Maximum	12
Range	11
Interquartile range	3

Descriptive statistics

Standard deviation	1.9614
Coef of variation	0.26536
Kurtosis	0.48199
Mean	7.3915
MAD	1.5269
Skewness	-0.2935
Sum	29374
Variance	3.8472
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	870	10.4%
8.0	862	10.3%
9.0	839	10.0%
6.0	422	5.0%
5.0	299	3.6%
4.0	207	2.5%
10.0	185	2.2%
12.0	147	1.8%
3.0	91	1.1%
2.0	43	0.5%
(Missing)	4404	52.6%

Minimum 5 values

Value	Count	Frequency (%)
1.0	9	0.1%
2.0	43	0.5%
3.0	91	1.1%
4.0	207	2.5%
5.0	299	3.6%

Maximum 5 values

Value	Count	Frequency (%)
7.0	870	10.4%
8.0	862	10.3%
9.0	839	10.0%
10.0	185	2.2%
12.0	147	1.8%

amb3_s
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	52.3%
Missing (n)	4378
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.5892
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	4
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.7931
Coef of variation	0.23627
Kurtosis	-0.14016
Mean	7.5892
MAD	1.4709
Skewness	-0.70191
Sum	30357
Variance	3.2153
Memory size	65.5 KiB

Value	Count	Frequency (%)
9.0	984	11.7%
8.0	842	10.1%
7.0	710	8.5%
10.0	501	6.0%
6.0	353	4.2%
5.0	338	4.0%
4.0	176	2.1%
3.0	81	1.0%
2.0	15	0.2%
(Missing)	4378	52.3%

Minimum 5 values

Value	Count	Frequency (%)
2.0	15	0.2%
3.0	81	1.0%
4.0	176	2.1%
5.0	338	4.0%
6.0	353	4.2%

Maximum 5 values

Value	Count	Frequency (%)
6.0	353	4.2%
7.0	710	8.5%
8.0	842	10.1%
9.0	984	11.7%
10.0	501	6.0%

amb4_1
Numeric

Distinct count	26
Unique (%)	0.3%
Missing (%)	22.5%
Missing (n)	1889
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.7801
Minimum	0
Maximum	50
Zeros (%)	6.7%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
Median	10
Q3	15
95-th percentile	20
Maximum	50
Range	50
Interquartile range	10

Descriptive statistics

Standard deviation	6.9984
Coef of variation	0.71558
Kurtosis	5.3551
Mean	9.7801
MAD	4.9395
Skewness	1.5592
Sum	63463
Variance	48.978
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	1663	19.8%
5.0	1004	12.0%
15.0	748	8.9%
0.0	563	6.7%
20.0	466	5.6%
7.0	294	3.5%
8.0	282	3.4%
6.0	253	3.0%
9.0	207	2.5%
3.0	128	1.5%
Other values (15)	881	10.5%
(Missing)	1889	22.5%

Minimum 5 values

Value	Count	Frequency (%)
0.0	563	6.7%
1.0	122	1.5%
2.0	103	1.2%
3.0	128	1.5%
4.0	94	1.1%

Maximum 5 values

Value	Count	Frequency (%)
25.0	108	1.3%
27.0	20	0.2%
30.0	84	1.0%
33.0	21	0.3%
50.0	34	0.4%

amb4_2
Numeric

Distinct count	25
Unique (%)	0.3%
Missing (%)	31.1%
Missing (n)	2603
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.3425
Minimum	0
Maximum	35
Zeros (%)	5.6%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
Median	10
Q3	10
95-th percentile	20
Maximum	35
Range	35
Interquartile range	5

Descriptive statistics

Standard deviation	5.8563
Coef of variation	0.62685
Kurtosis	1.919
Mean	9.3425
MAD	4.2411
Skewness	0.98404
Sum	53953
Variance	34.297
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	1763	21.0%
5.0	862	10.3%
15.0	543	6.5%
0.0	467	5.6%
20.0	355	4.2%
7.0	344	4.1%
6.0	246	2.9%
9.0	236	2.8%
8.0	202	2.4%
3.0	124	1.5%
Other values (14)	633	7.6%
(Missing)	2603	31.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	467	5.6%
1.0	20	0.2%
2.0	77	0.9%
3.0	124	1.5%
4.0	120	1.4%

Maximum 5 values

Value	Count	Frequency (%)
20.0	355	4.2%
25.0	30	0.4%
27.0	21	0.3%
30.0	63	0.8%
35.0	18	0.2%

amb4_3
Numeric

Distinct count	21
Unique (%)	0.3%
Missing (%)	64.7%
Missing (n)	5419
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.2075
Minimum	0
Maximum	40
Zeros (%)	3.5%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
Median	9
Q3	10
95-th percentile	20
Maximum	40
Range	40
Interquartile range	5

Descriptive statistics

Standard deviation	6.3859
Coef of variation	0.69355
Kurtosis	3.9581
Mean	9.2075
MAD	4.4425
Skewness	1.4666
Sum	27245
Variance	40.779
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	773	9.2%
5.0	446	5.3%
0.0	290	3.5%
15.0	272	3.2%
7.0	216	2.6%
8.0	201	2.4%
20.0	164	2.0%
6.0	161	1.9%
9.0	144	1.7%
30.0	57	0.7%
Other values (10)	235	2.8%
(Missing)	5419	64.7%

Minimum 5 values

Value	Count	Frequency (%)
0.0	290	3.5%
1.0	20	0.2%
2.0	20	0.2%
3.0	56	0.7%
4.0	20	0.2%

Maximum 5 values

Value	Count	Frequency (%)
18.0	18	0.2%
20.0	164	2.0%
25.0	19	0.2%
30.0	57	0.7%
40.0	19	0.2%

amb5_1
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	41.4%
Missing (n)	3472
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.6176
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	4
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	9
Interquartile range	2

Descriptive statistics

Standard deviation	1.7731
Coef of variation	0.23276
Kurtosis	0.56449
Mean	7.6176
MAD	1.4389
Skewness	-0.7619
Sum	37372
Variance	3.1439
Memory size	65.5 KiB

Value	Count	Frequency (%)
9.0	1086	13.0%
7.0	1044	12.5%
8.0	912	10.9%
10.0	705	8.4%
6.0	599	7.1%
5.0	312	3.7%
4.0	130	1.6%
2.0	54	0.6%
3.0	49	0.6%
1.0	15	0.2%
(Missing)	3472	41.4%

Minimum 5 values

Value	Count	Frequency (%)
1.0	15	0.2%
2.0	54	0.6%
3.0	49	0.6%
4.0	130	1.6%
5.0	312	3.7%

Maximum 5 values

Value	Count	Frequency (%)
6.0	599	7.1%
7.0	1044	12.5%
8.0	912	10.9%
9.0	1086	13.0%
10.0	705	8.4%

amb5_2
Numeric

Distinct count	9
Unique (%)	0.1%
Missing (%)	47.8%
Missing (n)	4001
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.3322
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	5
Q1	6
Median	7
Q3	8
95-th percentile	10
Maximum	10
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.5219
Coef of variation	0.20756
Kurtosis	0.20919
Mean	7.3322
MAD	1.2272
Skewness	-0.36886
Sum	32093
Variance	2.316
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	1147	13.7%
8.0	1027	12.3%
6.0	708	8.5%
9.0	676	8.1%
5.0	344	4.1%
10.0	327	3.9%
4.0	115	1.4%
2.0	33	0.4%
(Missing)	4001	47.8%

Minimum 5 values

Value	Count	Frequency (%)
2.0	33	0.4%
4.0	115	1.4%
5.0	344	4.1%
6.0	708	8.5%
7.0	1147	13.7%

Maximum 5 values

Value	Count	Frequency (%)
6.0	708	8.5%
7.0	1147	13.7%
8.0	1027	12.3%
9.0	676	8.1%
10.0	327	3.9%

amb5_3
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	75.9%
Missing (n)	6362
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.0486
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	4
Q1	6
Median	7
Q3	8
95-th percentile	10
Maximum	10
Range	9
Interquartile range	2

Descriptive statistics

Standard deviation	1.718
Coef of variation	0.24373
Kurtosis	1.1962
Mean	7.0486
MAD	1.2533
Skewness	-0.722
Sum	14210
Variance	2.9515
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	610	7.3%
8.0	384	4.6%
6.0	328	3.9%
9.0	259	3.1%
5.0	161	1.9%
10.0	133	1.6%
4.0	85	1.0%
2.0	38	0.5%
1.0	18	0.2%
(Missing)	6362	75.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	18	0.2%
2.0	38	0.5%
4.0	85	1.0%
5.0	161	1.9%
6.0	328	3.9%

Maximum 5 values

Value	Count	Frequency (%)
6.0	328	3.9%
7.0	610	7.3%
8.0	384	4.6%
9.0	259	3.1%
10.0	133	1.6%

amb7_2
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	76.7%
Missing (n)	6423
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.287
Minimum	0
Maximum	20
Zeros (%)	6.4%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	5
Q3	10
95-th percentile	20
Maximum	20
Range	20
Interquartile range	10

Descriptive statistics

Standard deviation	6.1252
Coef of variation	0.84057
Kurtosis	-0.78692
Mean	7.287
MAD	5.2725
Skewness	0.44742
Sum	14246
Variance	37.518
Memory size	65.5 KiB

Value	Count	Frequency (%)
0.0	536	6.4%
5.0	527	6.3%
10.0	442	5.3%
15.0	169	2.0%
20.0	134	1.6%
14.0	56	0.7%
12.0	37	0.4%
16.0	30	0.4%
17.0	14	0.2%
3.0	10	0.1%
(Missing)	6423	76.7%

Minimum 5 values

Value	Count	Frequency (%)
0.0	536	6.4%
3.0	10	0.1%
5.0	527	6.3%
10.0	442	5.3%
12.0	37	0.4%

Maximum 5 values

Value	Count	Frequency (%)
14.0	56	0.7%
15.0	169	2.0%
16.0	30	0.4%
17.0	14	0.2%
20.0	134	1.6%

amb7_3
Numeric

Distinct count	14
Unique (%)	0.2%
Missing (%)	75.9%
Missing (n)	6362
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.8239
Minimum	0
Maximum	30
Zeros (%)	6.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	10
Q3	10
95-th percentile	20
Maximum	30
Range	30
Interquartile range	10

Descriptive statistics

Standard deviation	6.1005
Coef of variation	0.77973
Kurtosis	-0.41762
Mean	7.8239
MAD	5.2076
Skewness	0.33373
Sum	15773
Variance	37.216
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	590	7.0%
0.0	509	6.1%
5.0	385	4.6%
15.0	309	3.7%
20.0	93	1.1%
3.0	24	0.3%
17.0	21	0.3%
14.0	21	0.3%
9.0	18	0.2%
13.0	14	0.2%
Other values (3)	32	0.4%
(Missing)	6362	75.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	509	6.1%
2.0	9	0.1%
3.0	24	0.3%
5.0	385	4.6%
7.0	14	0.2%

Maximum 5 values

Value	Count	Frequency (%)
14.0	21	0.3%
15.0	309	3.7%
17.0	21	0.3%
20.0	93	1.1%
30.0	9	0.1%

amb_o
Numeric

Distinct count	16
Unique (%)	0.2%
Missing (%)	8.6%
Missing (n)	722
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.7784
Minimum	0
Maximum	10
Zeros (%)	0.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	4
Q1	6
Median	7
Q3	8
95-th percentile	10
Maximum	10
Range	10
Interquartile range	2

Descriptive statistics

Standard deviation	1.7941
Coef of variation	0.26468
Kurtosis	0.17125
Mean	6.7784
MAD	1.4322
Skewness	-0.39439
Sum	51896
Variance	3.2187
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	1679	20.0%
8.0	1506	18.0%
6.0	1425	17.0%
5.0	1102	13.2%
9.0	788	9.4%
10.0	470	5.6%
4.0	361	4.3%
3.0	172	2.1%
2.0	101	1.2%
1.0	42	0.5%
Other values (5)	10	0.1%
(Missing)	722	8.6%

Minimum 5 values

Value	Count	Frequency (%)
0.0	5	0.1%
1.0	42	0.5%
2.0	101	1.2%
3.0	172	2.1%
4.0	361	4.3%

Maximum 5 values

Value	Count	Frequency (%)
8.0	1506	18.0%
8.5	1	0.0%
9.0	788	9.4%
9.5	1	0.0%
10.0	470	5.6%

art
Numeric

Distinct count	12
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.7145
Minimum	0
Maximum	10
Zeros (%)	0.2%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	3
Q1	5
Median	7
Q3	8
95-th percentile	10
Maximum	10
Range	10
Interquartile range	3

Descriptive statistics

Standard deviation	2.2634
Coef of variation	0.33709
Kurtosis	-0.51058
Mean	6.7145
MAD	1.8739
Skewness	-0.4761
Sum	55724
Variance	5.123
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1750	20.9%
7.0	1350	16.1%
5.0	1001	11.9%
10.0	956	11.4%
6.0	894	10.7%
9.0	875	10.4%
3.0	618	7.4%
4.0	517	6.2%
2.0	228	2.7%
1.0	92	1.1%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	18	0.2%
1.0	92	1.1%
2.0	228	2.7%
3.0	618	7.4%
4.0	517	6.2%

Maximum 5 values

Value	Count	Frequency (%)
6.0	894	10.7%
7.0	1350	16.1%
8.0	1750	20.9%
9.0	875	10.4%
10.0	956	11.4%

attr
Numeric

Distinct count	18
Unique (%)	0.2%
Missing (%)	2.4%
Missing (n)	202
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.19
Minimum	0
Maximum	10
Zeros (%)	0.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	3
Q1	5
Median	6
Q3	8
95-th percentile	9
Maximum	10
Range	10
Interquartile range	3

Descriptive statistics

Standard deviation	1.9502
Coef of variation	0.31505
Kurtosis	-0.099109
Mean	6.19
MAD	1.5507
Skewness	-0.32095
Sum	50609
Variance	3.8032
Memory size	65.5 KiB

Value	Count	Frequency (%)
6.0	1658	19.8%
7.0	1646	19.6%
5.0	1260	15.0%
8.0	1231	14.7%
4.0	749	8.9%
9.0	540	6.4%
3.0	390	4.7%
10.0	325	3.9%
2.0	244	2.9%
1.0	109	1.3%
Other values (7)	24	0.3%
(Missing)	202	2.4%

Minimum 5 values

Value	Count	Frequency (%)
0.0	8	0.1%
1.0	109	1.3%
2.0	244	2.9%
3.0	390	4.7%
3.5	1	0.0%

Maximum 5 values

Value	Count	Frequency (%)
8.5	1	0.0%
9.0	540	6.4%
9.5	3	0.0%
9.9	1	0.0%
10.0	325	3.9%

attr1_1
Numeric

Distinct count	95
Unique (%)	1.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	22.515
Minimum	0
Maximum	100
Zeros (%)	0.3%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	10
Q1	15
Median	20
Q3	25
95-th percentile	50
Maximum	100
Range	100
Interquartile range	10

Descriptive statistics

Standard deviation	12.588
Coef of variation	0.55909
Kurtosis	6.9827
Mean	22.515
MAD	8.7399
Skewness	2.1736
Sum	186850
Variance	158.45
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	1671	19.9%
15.0	868	10.4%
25.0	821	9.8%
10.0	807	9.6%
30.0	679	8.1%
40.0	360	4.3%
50.0	301	3.6%
35.0	212	2.5%
16.0	158	1.9%
15.38	136	1.6%
Other values (84)	2286	27.3%

Minimum 5 values

Value	Count	Frequency (%)
0.0	21	0.3%
2.0	9	0.1%
5.0	60	0.7%
6.67	19	0.2%
7.0	21	0.3%

Maximum 5 values

Value	Count	Frequency (%)
75.0	38	0.5%
80.0	10	0.1%
90.0	9	0.1%
95.0	18	0.2%
100.0	10	0.1%

attr1_2
Numeric

Distinct count	78
Unique (%)	0.9%
Missing (%)	11.1%
Missing (n)	933
Infinite (%)	0.0%
Infinite (n)	0

Mean	26.217
Minimum	5
Maximum	85
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	5
5-th percentile	10
Q1	16.67
Median	20
Q3	30
95-th percentile	60
Maximum	85
Range	80
Interquartile range	13.33

Descriptive statistics

Standard deviation	14.389
Coef of variation	0.54883
Kurtosis	2.755
Mean	26.217
MAD	10.687
Skewness	1.6573
Sum	195190
Variance	207.03
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	1454	17.4%
30.0	1002	12.0%
25.0	669	8.0%
15.0	533	6.4%
40.0	451	5.4%
10.0	443	5.3%
50.0	425	5.1%
35.0	171	2.0%
60.0	163	1.9%
16.0	116	1.4%
Other values (67)	2018	24.1%
(Missing)	933	11.1%

Minimum 5 values

Value	Count	Frequency (%)
5.0	22	0.3%
9.0	14	0.2%
10.0	443	5.3%
10.26	10	0.1%
11.9	10	0.1%

Maximum 5 values

Value	Count	Frequency (%)
60.0	163	1.9%
70.0	76	0.9%
75.0	103	1.2%
80.0	20	0.2%
85.0	29	0.3%

attr1_3
Numeric

Distinct count	57
Unique (%)	0.7%
Missing (%)	52.6%
Missing (n)	4404
Infinite (%)	0.0%
Infinite (n)	0

Mean	24.385
Minimum	0
Maximum	80
Zeros (%)	0.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	10
Q1	15.22
Median	20
Q3	30
95-th percentile	50
Maximum	80
Range	80
Interquartile range	14.78

Descriptive statistics

Standard deviation	13.712
Coef of variation	0.56233
Kurtosis	2.1377
Mean	24.385
MAD	10.424
Skewness	1.5138
Sum	96904
Variance	188.02
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	696	8.3%
15.0	434	5.2%
30.0	380	4.5%
50.0	290	3.5%
25.0	286	3.4%
10.0	262	3.1%
40.0	240	2.9%
16.67	136	1.6%
15.22	82	1.0%
18.0	81	1.0%
Other values (46)	1087	13.0%
(Missing)	4404	52.6%

Minimum 5 values

Value	Count	Frequency (%)
0.0	10	0.1%
5.0	56	0.7%
9.0	14	0.2%
9.52	5	0.1%
10.0	262	3.1%

Maximum 5 values

Value	Count	Frequency (%)
50.0	290	3.5%
60.0	67	0.8%
70.0	47	0.6%
75.0	9	0.1%
80.0	18	0.2%

attr1_s
Numeric

Distinct count	74
Unique (%)	0.9%
Missing (%)	51.1%
Missing (n)	4282
Infinite (%)	0.0%
Infinite (n)	0

Mean	20.792
Minimum	3
Maximum	95
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	3
5-th percentile	7
Q1	14.81
Median	17.65
Q3	25
95-th percentile	50
Maximum	95
Range	92
Interquartile range	10.19

Descriptive statistics

Standard deviation	12.969
Coef of variation	0.62374
Kurtosis	8.0458
Mean	20.792
MAD	8.5763
Skewness	2.3878
Sum	85162
Variance	168.18
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	494	5.9%
30.0	310	3.7%
25.0	293	3.5%
15.0	268	3.2%
10.0	214	2.6%
8.0	202	2.4%
7.0	143	1.7%
16.67	110	1.3%
6.0	102	1.2%
50.0	96	1.1%
Other values (63)	1864	22.2%
(Missing)	4282	51.1%

Minimum 5 values

Value	Count	Frequency (%)
3.0	6	0.1%
5.0	21	0.3%
6.0	102	1.2%
6.67	5	0.1%
7.0	143	1.7%

Maximum 5 values

Value	Count	Frequency (%)
50.0	96	1.1%
55.0	18	0.2%
60.0	60	0.7%
80.0	36	0.4%
95.0	18	0.2%

attr2_1
Numeric

Distinct count	88
Unique (%)	1.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	30.362
Minimum	0
Maximum	100
Zeros (%)	0.2%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	14
Q1	20
Median	25
Q3	40
95-th percentile	60
Maximum	100
Range	100
Interquartile range	20

Descriptive statistics

Standard deviation	16.25
Coef of variation	0.5352
Kurtosis	2.6198
Mean	30.362
MAD	12.129
Skewness	1.529
Sum	251980
Variance	264.06
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	1313	15.7%
30.0	1260	15.0%
25.0	895	10.7%
50.0	745	8.9%
40.0	639	7.6%
15.0	377	4.5%
60.0	273	3.3%
35.0	268	3.2%
10.0	249	3.0%
18.0	127	1.5%
Other values (77)	2153	25.7%

Minimum 5 values

Value	Count	Frequency (%)
0.0	15	0.2%
9.09	26	0.3%
10.0	249	3.0%
11.63	20	0.2%
12.24	20	0.2%

Maximum 5 values

Value	Count	Frequency (%)
75.0	28	0.3%
80.0	108	1.3%
90.0	31	0.4%
95.0	50	0.6%
100.0	19	0.2%

attr2_2
Numeric

Distinct count	82
Unique (%)	1.0%
Missing (%)	31.1%
Missing (n)	2603
Infinite (%)	0.0%
Infinite (n)	0

Mean	29.344
Minimum	0
Maximum	85
Zeros (%)	0.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	14.55
Q1	19.15
Median	25
Q3	38.46
95-th percentile	60
Maximum	85
Range	85
Interquartile range	19.31

Descriptive statistics

Standard deviation	14.551
Coef of variation	0.49588
Kurtosis	1.1965
Mean	29.344
MAD	11.308
Skewness	1.2627
Sum	169460
Variance	211.74
Memory size	65.5 KiB

Value	Count	Frequency (%)
30.0	797	9.5%
20.0	642	7.7%
25.0	601	7.2%
40.0	518	6.2%
50.0	440	5.3%
15.0	283	3.4%
60.0	191	2.3%
35.0	157	1.9%
70.0	116	1.4%
16.67	103	1.2%
Other values (71)	1927	23.0%
(Missing)	2603	31.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	10	0.1%
10.0	94	1.1%
11.54	20	0.2%
12.77	36	0.4%
13.0	20	0.2%

Maximum 5 values

Value	Count	Frequency (%)
65.0	18	0.2%
70.0	116	1.4%
75.0	47	0.6%
80.0	17	0.2%
85.0	9	0.1%

attr2_3
Numeric

Distinct count	24
Unique (%)	0.3%
Missing (%)	64.7%
Missing (n)	5419
Infinite (%)	0.0%
Infinite (n)	0

Mean	24.971
Minimum	5
Maximum	80
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	5
5-th percentile	7
Q1	10
Median	20
Q3	35
95-th percentile	60
Maximum	80
Range	75
Interquartile range	25

Descriptive statistics

Standard deviation	17.008
Coef of variation	0.6811
Kurtosis	0.65948
Mean	24.971
MAD	13.454
Skewness	1.0689
Sum	73889
Variance	289.26
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	394	4.7%
30.0	319	3.8%
9.0	314	3.7%
25.0	301	3.6%
40.0	241	2.9%
10.0	226	2.7%
50.0	215	2.6%
8.0	208	2.5%
15.0	165	2.0%
60.0	120	1.4%
Other values (13)	456	5.4%
(Missing)	5419	64.7%

Minimum 5 values

Value	Count	Frequency (%)
5.0	26	0.3%
6.0	66	0.8%
7.0	112	1.3%
8.0	208	2.5%
9.0	314	3.7%

Maximum 5 values

Value	Count	Frequency (%)
50.0	215	2.6%
60.0	120	1.4%
65.0	14	0.2%
70.0	22	0.3%
80.0	46	0.5%

attr3_1
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	1.3%
Missing (n)	105
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.0847
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	5
Q1	6
Median	7
Q3	8
95-th percentile	9
Maximum	10
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.3958
Coef of variation	0.19701
Kurtosis	0.81286
Mean	7.0847
MAD	1.017
Skewness	-0.58957
Sum	58612
Variance	1.9482
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	2914	34.8%
8.0	2217	26.5%
6.0	1100	13.1%
9.0	729	8.7%
5.0	642	7.7%
10.0	268	3.2%
4.0	238	2.8%
3.0	145	1.7%
2.0	20	0.2%
(Missing)	105	1.3%

Minimum 5 values

Value	Count	Frequency (%)
2.0	20	0.2%
3.0	145	1.7%
4.0	238	2.8%
5.0	642	7.7%
6.0	1100	13.1%

Maximum 5 values

Value	Count	Frequency (%)
6.0	1100	13.1%
7.0	2914	34.8%
8.0	2217	26.5%
9.0	729	8.7%
10.0	268	3.2%

attr3_2
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	10.9%
Missing (n)	915
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.1253
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	5
Q1	7
Median	7
Q3	8
95-th percentile	9
Maximum	10
Range	8
Interquartile range	1

Descriptive statistics

Standard deviation	1.3714
Coef of variation	0.19247
Kurtosis	1.0807
Mean	7.1253
MAD	1.0045
Skewness	-0.60332
Sum	53176
Variance	1.8807
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	2608	31.1%
8.0	2137	25.5%
6.0	1040	12.4%
9.0	573	6.8%
5.0	488	5.8%
10.0	280	3.3%
4.0	201	2.4%
3.0	111	1.3%
2.0	25	0.3%
(Missing)	915	10.9%

Minimum 5 values

Value	Count	Frequency (%)
2.0	25	0.3%
3.0	111	1.3%
4.0	201	2.4%
5.0	488	5.8%
6.0	1040	12.4%

Maximum 5 values

Value	Count	Frequency (%)
6.0	1040	12.4%
7.0	2608	31.1%
8.0	2137	25.5%
9.0	573	6.8%
10.0	280	3.3%

attr3_3
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	52.6%
Missing (n)	4404
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.2403
Minimum	2
Maximum	12
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	4
Q1	7
Median	7
Q3	8
95-th percentile	9
Maximum	12
Range	10
Interquartile range	1

Descriptive statistics

Standard deviation	1.5766
Coef of variation	0.21775
Kurtosis	2.1286
Mean	7.2403
MAD	1.133
Skewness	-0.046508
Sum	28773
Variance	2.4857
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	1302	15.5%
8.0	1102	13.2%
6.0	564	6.7%
9.0	463	5.5%
5.0	201	2.4%
4.0	118	1.4%
12.0	112	1.3%
3.0	55	0.7%
2.0	33	0.4%
10.0	24	0.3%
(Missing)	4404	52.6%

Minimum 5 values

Value	Count	Frequency (%)
2.0	33	0.4%
3.0	55	0.7%
4.0	118	1.4%
5.0	201	2.4%
6.0	564	6.7%

Maximum 5 values

Value	Count	Frequency (%)
7.0	1302	15.5%
8.0	1102	13.2%
9.0	463	5.5%
10.0	24	0.3%
12.0	112	1.3%

attr3_s
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	52.3%
Missing (n)	4378
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.2112
Minimum	3
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	3
5-th percentile	5
Q1	7
Median	7
Q3	8
95-th percentile	9
Maximum	10
Range	7
Interquartile range	1

Descriptive statistics

Standard deviation	1.4155
Coef of variation	0.19628
Kurtosis	0.61964
Mean	7.2112
MAD	1.0728
Skewness	-0.60098
Sum	28845
Variance	2.0035
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	1267	15.1%
8.0	1262	15.1%
6.0	411	4.9%
9.0	367	4.4%
5.0	318	3.8%
10.0	176	2.1%
4.0	119	1.4%
3.0	70	0.8%
7.5	10	0.1%
(Missing)	4378	52.3%

Minimum 5 values

Value	Count	Frequency (%)
3.0	70	0.8%
4.0	119	1.4%
5.0	318	3.8%
6.0	411	4.9%
7.0	1267	15.1%

Maximum 5 values

Value	Count	Frequency (%)
7.0	1267	15.1%
7.5	10	0.1%
8.0	1262	15.1%
9.0	367	4.4%
10.0	176	2.1%

attr4_1
Numeric

Distinct count	34
Unique (%)	0.4%
Missing (%)	22.5%
Missing (n)	1889
Infinite (%)	0.0%
Infinite (n)	0

Mean	26.394
Minimum	5
Maximum	95
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	5
5-th percentile	8
Q1	10
Median	25
Q3	35
95-th percentile	50
Maximum	95
Range	90
Interquartile range	25

Descriptive statistics

Standard deviation	16.297
Coef of variation	0.61744
Kurtosis	1.5079
Mean	26.394
MAD	12.718
Skewness	1.0891
Sum	171270
Variance	265.59
Memory size	65.5 KiB

Value	Count	Frequency (%)
30.0	1062	12.7%
20.0	842	10.1%
25.0	656	7.8%
50.0	611	7.3%
10.0	559	6.7%
40.0	489	5.8%
9.0	480	5.7%
8.0	433	5.2%
15.0	310	3.7%
35.0	212	2.5%
Other values (23)	835	10.0%
(Missing)	1889	22.5%

Minimum 5 values

Value	Count	Frequency (%)
5.0	30	0.4%
6.0	55	0.7%
7.0	158	1.9%
8.0	433	5.2%
9.0	480	5.7%

Maximum 5 values

Value	Count	Frequency (%)
75.0	41	0.5%
80.0	19	0.2%
85.0	20	0.2%
90.0	22	0.3%
95.0	18	0.2%

attr4_2
Numeric

Distinct count	28
Unique (%)	0.3%
Missing (%)	31.1%
Missing (n)	2603
Infinite (%)	0.0%
Infinite (n)	0

Mean	26.806
Minimum	6
Maximum	100
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	6
5-th percentile	8
Q1	10
Median	25
Q3	40
95-th percentile	60
Maximum	100
Range	94
Interquartile range	30

Descriptive statistics

Standard deviation	16.403
Coef of variation	0.6119
Kurtosis	1.4792
Mean	26.806
MAD	12.901
Skewness	1.063
Sum	154810
Variance	269.05
Memory size	65.5 KiB

Value	Count	Frequency (%)
30.0	834	10.0%
20.0	730	8.7%
40.0	710	8.5%
25.0	660	7.9%
9.0	527	6.3%
50.0	439	5.2%
10.0	387	4.6%
8.0	338	4.0%
15.0	212	2.5%
7.0	184	2.2%
Other values (17)	754	9.0%
(Missing)	2603	31.1%

Minimum 5 values

Value	Count	Frequency (%)
6.0	36	0.4%
7.0	184	2.2%
8.0	338	4.0%
9.0	527	6.3%
10.0	387	4.6%

Maximum 5 values

Value	Count	Frequency (%)
70.0	51	0.6%
75.0	6	0.1%
80.0	50	0.6%
85.0	29	0.3%
100.0	15	0.2%

attr4_3
Numeric

Distinct count	24
Unique (%)	0.3%
Missing (%)	64.7%
Missing (n)	5419
Infinite (%)	0.0%
Infinite (n)	0

Mean	25.61
Minimum	0
Maximum	80
Zeros (%)	0.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	7
Q1	10
Median	20
Q3	37
95-th percentile	60
Maximum	80
Range	80
Interquartile range	27

Descriptive statistics

Standard deviation	17.477
Coef of variation	0.68242
Kurtosis	0.56774
Mean	25.61
MAD	13.906
Skewness	1.0342
Sum	75781
Variance	305.45
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	375	4.5%
30.0	371	4.4%
40.0	281	3.4%
25.0	279	3.3%
9.0	261	3.1%
10.0	259	3.1%
8.0	193	2.3%
50.0	182	2.2%
7.0	180	2.1%
60.0	139	1.7%
Other values (13)	439	5.2%
(Missing)	5419	64.7%

Minimum 5 values

Value	Count	Frequency (%)
0.0	9	0.1%
6.0	50	0.6%
7.0	180	2.1%
8.0	193	2.3%
9.0	261	3.1%

Maximum 5 values

Value	Count	Frequency (%)
50.0	182	2.2%
60.0	139	1.7%
70.0	28	0.3%
75.0	21	0.3%
80.0	44	0.5%

attr5_1
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	41.4%
Missing (n)	3472
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.9419
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	4
Q1	6
Median	7
Q3	8
95-th percentile	9
Maximum	10
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.4987
Coef of variation	0.21588
Kurtosis	0.84796
Mean	6.9419
MAD	1.0801
Skewness	-0.64692
Sum	34057
Variance	2.246
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	1711	20.4%
8.0	1158	13.8%
6.0	734	8.8%
5.0	418	5.0%
9.0	406	4.8%
10.0	160	1.9%
4.0	150	1.8%
3.0	130	1.6%
2.0	39	0.5%
(Missing)	3472	41.4%

Minimum 5 values

Value	Count	Frequency (%)
2.0	39	0.5%
3.0	130	1.6%
4.0	150	1.8%
5.0	418	5.0%
6.0	734	8.8%

Maximum 5 values

Value	Count	Frequency (%)
6.0	734	8.8%
7.0	1711	20.4%
8.0	1158	13.8%
9.0	406	4.8%
10.0	160	1.9%

attr5_2
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	47.8%
Missing (n)	4001
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.828
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	4
Q1	6
Median	7
Q3	8
95-th percentile	9
Maximum	10
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.4111
Coef of variation	0.20666
Kurtosis	1.5157
Mean	6.828
MAD	1.0309
Skewness	-0.84082
Sum	29886
Variance	1.9912
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	1598	19.1%
8.0	1040	12.4%
6.0	827	9.9%
5.0	331	4.0%
9.0	237	2.8%
4.0	107	1.3%
3.0	104	1.2%
10.0	78	0.9%
2.0	55	0.7%
(Missing)	4001	47.8%

Minimum 5 values

Value	Count	Frequency (%)
2.0	55	0.7%
3.0	104	1.2%
4.0	107	1.3%
5.0	331	4.0%
6.0	827	9.9%

Maximum 5 values

Value	Count	Frequency (%)
6.0	827	9.9%
7.0	1598	19.1%
8.0	1040	12.4%
9.0	237	2.8%
10.0	78	0.9%

attr5_3
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	75.9%
Missing (n)	6362
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.81
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	4
Q1	6
Median	7
Q3	8
95-th percentile	9
Maximum	10
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.5073
Coef of variation	0.22134
Kurtosis	1.5581
Mean	6.81
MAD	1.0856
Skewness	-0.95616
Sum	13729
Variance	2.2721
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	747	8.9%
6.0	413	4.9%
8.0	388	4.6%
9.0	192	2.3%
5.0	92	1.1%
4.0	70	0.8%
2.0	46	0.5%
3.0	46	0.5%
10.0	22	0.3%
(Missing)	6362	75.9%

Minimum 5 values

Value	Count	Frequency (%)
2.0	46	0.5%
3.0	46	0.5%
4.0	70	0.8%
5.0	92	1.1%
6.0	413	4.9%

Maximum 5 values

Value	Count	Frequency (%)
6.0	413	4.9%
7.0	747	8.9%
8.0	388	4.6%
9.0	192	2.3%
10.0	22	0.3%

attr7_2
Numeric

Distinct count	17
Unique (%)	0.2%
Missing (%)	76.3%
Missing (n)	6394
Infinite (%)	0.0%
Infinite (n)	0

Mean	32.82
Minimum	10
Maximum	80
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	10
5-th percentile	10
Q1	20
Median	30
Q3	40
95-th percentile	70
Maximum	80
Range	70
Interquartile range	20

Descriptive statistics

Standard deviation	17.155
Coef of variation	0.52271
Kurtosis	-0.29347
Mean	32.82
MAD	14.097
Skewness	0.71619
Sum	65114
Variance	294.3
Memory size	65.5 KiB

Value	Count	Frequency (%)
30.0	376	4.5%
20.0	330	3.9%
50.0	239	2.9%
40.0	212	2.5%
10.0	208	2.5%
25.0	137	1.6%
60.0	117	1.4%
15.0	103	1.2%
70.0	84	1.0%
35.0	52	0.6%
Other values (6)	126	1.5%
(Missing)	6394	76.3%

Minimum 5 values

Value	Count	Frequency (%)
10.0	208	2.5%
15.0	103	1.2%
16.0	14	0.2%
18.0	37	0.4%
20.0	330	3.9%

Maximum 5 values

Value	Count	Frequency (%)
50.0	239	2.9%
60.0	117	1.4%
65.0	28	0.3%
70.0	84	1.0%
80.0	22	0.3%

attr7_3
Numeric

Distinct count	22
Unique (%)	0.3%
Missing (%)	75.9%
Missing (n)	6362
Infinite (%)	0.0%
Infinite (n)	0

Mean	31.33
Minimum	0
Maximum	80
Zeros (%)	0.3%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	10
Q1	20
Median	25
Q3	40
95-th percentile	70
Maximum	80
Range	80
Interquartile range	20

Descriptive statistics

Standard deviation	17.552
Coef of variation	0.56021
Kurtosis	-0.1472
Mean	31.33
MAD	14.238
Skewness	0.82429
Sum	63162
Variance	308.06
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	400	4.8%
30.0	274	3.3%
40.0	189	2.3%
25.0	188	2.2%
50.0	179	2.1%
15.0	163	1.9%
10.0	139	1.7%
60.0	119	1.4%
70.0	114	1.4%
35.0	50	0.6%
Other values (11)	201	2.4%
(Missing)	6362	75.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	24	0.3%
5.0	14	0.2%
9.0	14	0.2%
10.0	139	1.7%
15.0	163	1.9%

Maximum 5 values

Value	Count	Frequency (%)
50.0	179	2.1%
60.0	119	1.4%
70.0	114	1.4%
75.0	19	0.2%
80.0	6	0.1%

attr_o
Numeric

Distinct count	19
Unique (%)	0.2%
Missing (%)	2.5%
Missing (n)	212
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.1904
Minimum	0
Maximum	10.5
Zeros (%)	0.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	3
Q1	5
Median	6
Q3	8
95-th percentile	9
Maximum	10.5
Range	10.5
Interquartile range	3

Descriptive statistics

Standard deviation	1.9503
Coef of variation	0.31505
Kurtosis	-0.1014
Mean	6.1904
MAD	1.5511
Skewness	-0.31916
Sum	50551
Variance	3.8037
Memory size	65.5 KiB

Value	Count	Frequency (%)
6.0	1655	19.8%
7.0	1642	19.6%
5.0	1260	15.0%
8.0	1230	14.7%
4.0	748	8.9%
9.0	540	6.4%
3.0	390	4.7%
10.0	324	3.9%
2.0	244	2.9%
1.0	108	1.3%
Other values (8)	25	0.3%
(Missing)	212	2.5%

Minimum 5 values

Value	Count	Frequency (%)
0.0	8	0.1%
1.0	108	1.3%
2.0	244	2.9%
3.0	390	4.7%
3.5	1	0.0%

Maximum 5 values

Value	Count	Frequency (%)
9.0	540	6.4%
9.5	3	0.0%
9.9	1	0.0%
10.0	324	3.9%
10.5	1	0.0%

career
Categorical

Distinct count	368
Unique (%)	4.4%
Missing (%)	1.1%
Missing (n)	89

Finance	202
professor	199
Lawyer	154
Other values (364)	7734

Toggle details

Value	Count	Frequency (%)
Finance	202	2.4%
professor	199	2.4%
Lawyer	154	1.8%
Professor	148	1.8%
Consulting	147	1.8%
Social Worker	136	1.6%
Law	121	1.4%
Business	103	1.2%
Academic	101	1.2%
Scientist	91	1.1%
Other values (357)	6887	82.2%
(Missing)	89	1.1%

career_c
Numeric

Distinct count	18
Unique (%)	0.2%
Missing (%)	1.6%
Missing (n)	138
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.2778
Minimum	1
Maximum	17
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
Median	6
Q3	7
95-th percentile	11
Maximum	17
Range	16
Interquartile range	5

Descriptive statistics

Standard deviation	3.3095
Coef of variation	0.62707
Kurtosis	-0.050606
Mean	5.2778
MAD	2.8372
Skewness	0.59119
Sum	43489
Variance	10.953
Memory size	65.5 KiB

Value	Count	Frequency (%)
2.0	2320	27.7%
7.0	2170	25.9%
6.0	724	8.6%
1.0	675	8.1%
9.0	547	6.5%
4.0	421	5.0%
10.0	379	4.5%
3.0	261	3.1%
5.0	234	2.8%
11.0	220	2.6%
Other values (7)	289	3.4%
(Missing)	138	1.6%

Minimum 5 values

Value	Count	Frequency (%)
1.0	675	8.1%
2.0	2320	27.7%
3.0	261	3.1%
4.0	421	5.0%
5.0	234	2.8%

Maximum 5 values

Value	Count	Frequency (%)
13.0	81	1.0%
14.0	10	0.1%
15.0	77	0.9%
16.0	44	0.5%
17.0	10	0.1%

clubbing
Numeric

Distinct count	12
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.746
Minimum	0
Maximum	10
Zeros (%)	0.2%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
Median	6
Q3	8
95-th percentile	9
Maximum	10
Range	10
Interquartile range	4

Descriptive statistics

Standard deviation	2.5022
Coef of variation	0.43547
Kurtosis	-0.83109
Mean	5.746
MAD	2.1042
Skewness	-0.46429
Sum	47686
Variance	6.2611
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1402	16.7%
7.0	1291	15.4%
6.0	1138	13.6%
9.0	982	11.7%
5.0	919	11.0%
1.0	761	9.1%
3.0	717	8.6%
4.0	619	7.4%
2.0	342	4.1%
10.0	110	1.3%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	18	0.2%
1.0	761	9.1%
2.0	342	4.1%
3.0	717	8.6%
4.0	619	7.4%

Maximum 5 values

Value	Count	Frequency (%)
6.0	1138	13.6%
7.0	1291	15.4%
8.0	1402	16.7%
9.0	982	11.7%
10.0	110	1.3%

concerts
Numeric

Distinct count	12
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.8254
Minimum	0
Maximum	10
Zeros (%)	0.2%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	3
Q1	5
Median	7
Q3	8
95-th percentile	10
Maximum	10
Range	10
Interquartile range	3

Descriptive statistics

Standard deviation	2.1563
Coef of variation	0.31592
Kurtosis	-0.23429
Mean	6.8254
MAD	1.7389
Skewness	-0.538
Sum	56644
Variance	4.6496
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	1531	18.3%
8.0	1450	17.3%
6.0	1198	14.3%
9.0	1158	13.8%
5.0	888	10.6%
10.0	859	10.3%
4.0	475	5.7%
3.0	419	5.0%
2.0	227	2.7%
1.0	76	0.9%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	18	0.2%
1.0	76	0.9%
2.0	227	2.7%
3.0	419	5.0%
4.0	475	5.7%

Maximum 5 values

Value	Count	Frequency (%)
6.0	1198	14.3%
7.0	1531	18.3%
8.0	1450	17.3%
9.0	1158	13.8%
10.0	859	10.3%

condtn
Boolean

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	1.8288

2	6944
1	1434

Toggle details

Value	Count	Frequency (%)
2	6944	82.9%
1	1434	17.1%

date
Numeric

Distinct count	8
Unique (%)	0.1%
Missing (%)	1.2%
Missing (n)	97
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.0068
Minimum	1
Maximum	7
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	3
Q1	4
Median	5
Q3	6
95-th percentile	7
Maximum	7
Range	6
Interquartile range	2

Descriptive statistics

Standard deviation	1.4445
Coef of variation	0.28852
Kurtosis	-0.53435
Mean	5.0068
MAD	1.1926
Skewness	-0.37755
Sum	41461
Variance	2.0867
Memory size	65.5 KiB

Value	Count	Frequency (%)
6.0	2094	25.0%
4.0	2040	24.3%
5.0	1528	18.2%
7.0	1434	17.1%
3.0	783	9.3%
2.0	308	3.7%
1.0	94	1.1%
(Missing)	97	1.2%

Minimum 5 values

Value	Count	Frequency (%)
1.0	94	1.1%
2.0	308	3.7%
3.0	783	9.3%
4.0	2040	24.3%
5.0	1528	18.2%

Maximum 5 values

Value	Count	Frequency (%)
3.0	783	9.3%
4.0	2040	24.3%
5.0	1528	18.2%
6.0	2094	25.0%
7.0	1434	17.1%

date_3
Numeric

Distinct count	3
Unique (%)	0.0%
Missing (%)	52.6%
Missing (n)	4404
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.37695
Minimum	0
Maximum	1
Zeros (%)	29.6%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range	1

Descriptive statistics

Standard deviation	0.48468
Coef of variation	1.2858
Kurtosis	-1.7428
Mean	0.37695
MAD	0.46972
Skewness	0.50801
Sum	1498
Variance	0.23492
Memory size	65.5 KiB

Value	Count	Frequency (%)
0.0	2476	29.6%
1.0	1498	17.9%
(Missing)	4404	52.6%

Minimum 5 values

Value	Count	Frequency (%)
0.0	2476	29.6%
1.0	1498	17.9%

Maximum 5 values

Value	Count	Frequency (%)
0.0	2476	29.6%
1.0	1498	17.9%

dec
Boolean

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.41991

0	4860
1	3518

Toggle details

Value	Count	Frequency (%)
0	4860	58.0%
1	3518	42.0%

dec_o
Boolean

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.41955

0	4863
1	3515

Toggle details

Value	Count	Frequency (%)
0	4863	58.0%
1	3515	42.0%

dining
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.7838
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	5
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	9
Interquartile range	2

Descriptive statistics

Standard deviation	1.7549
Coef of variation	0.22545
Kurtosis	0.60626
Mean	7.7838
MAD	1.3955
Skewness	-0.80806
Sum	64598
Variance	3.0796
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1924	23.0%
9.0	1644	19.6%
10.0	1523	18.2%
7.0	1511	18.0%
6.0	712	8.5%
5.0	663	7.9%
4.0	156	1.9%
3.0	94	1.1%
2.0	38	0.5%
1.0	34	0.4%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	34	0.4%
2.0	38	0.5%
3.0	94	1.1%
4.0	156	1.9%
5.0	663	7.9%

Maximum 5 values

Value	Count	Frequency (%)
6.0	712	8.5%
7.0	1511	18.0%
8.0	1924	23.0%
9.0	1644	19.6%
10.0	1523	18.2%

exercise
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.2458
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	2
Q1	5
Median	6
Q3	8
95-th percentile	10
Maximum	10
Range	9
Interquartile range	3

Descriptive statistics

Standard deviation	2.4189
Coef of variation	0.38728
Kurtosis	-0.69696
Mean	6.2458
MAD	2.0088
Skewness	-0.36916
Sum	51834
Variance	5.8509
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1358	16.2%
7.0	1200	14.3%
6.0	1160	13.8%
5.0	1054	12.6%
9.0	902	10.8%
10.0	683	8.2%
4.0	608	7.3%
3.0	586	7.0%
2.0	454	5.4%
1.0	294	3.5%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	294	3.5%
2.0	454	5.4%
3.0	586	7.0%
4.0	608	7.3%
5.0	1054	12.6%

Maximum 5 values

Value	Count	Frequency (%)
6.0	1160	13.8%
7.0	1200	14.3%
8.0	1358	16.2%
9.0	902	10.8%
10.0	683	8.2%

exphappy
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	1.2%
Missing (n)	101
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.5341
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	3
Q1	5
Median	6
Q3	7
95-th percentile	8
Maximum	10
Range	9
Interquartile range	2

Descriptive statistics

Standard deviation	1.7341
Coef of variation	0.31334
Kurtosis	0.15224
Mean	5.5341
MAD	1.3694
Skewness	-0.13719
Sum	45806
Variance	3.007
Memory size	65.5 KiB

Value	Count	Frequency (%)
5.0	2033	24.3%
6.0	2003	23.9%
7.0	1475	17.6%
4.0	793	9.5%
3.0	706	8.4%
8.0	513	6.1%
2.0	297	3.5%
9.0	216	2.6%
10.0	125	1.5%
1.0	116	1.4%
(Missing)	101	1.2%

Minimum 5 values

Value	Count	Frequency (%)
1.0	116	1.4%
2.0	297	3.5%
3.0	706	8.4%
4.0	793	9.5%
5.0	2033	24.3%

Maximum 5 values

Value	Count	Frequency (%)
6.0	2003	23.9%
7.0	1475	17.6%
8.0	513	6.1%
9.0	216	2.6%
10.0	125	1.5%

expnum
Numeric

Distinct count	19
Unique (%)	0.2%
Missing (%)	78.5%
Missing (n)	6578
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.5706
Minimum	0
Maximum	20
Zeros (%)	1.4%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
Median	4
Q3	8
95-th percentile	18
Maximum	20
Range	20
Interquartile range	6

Descriptive statistics

Standard deviation	4.7626
Coef of variation	0.85495
Kurtosis	1.4897
Mean	5.5706
MAD	3.6415
Skewness	1.3942
Sum	10027
Variance	22.682
Memory size	65.5 KiB

Value	Count	Frequency (%)
3.0	270	3.2%
2.0	260	3.1%
5.0	230	2.7%
4.0	205	2.4%
10.0	178	2.1%
1.0	124	1.5%
0.0	114	1.4%
6.0	91	1.1%
8.0	51	0.6%
20.0	50	0.6%
Other values (8)	227	2.7%
(Missing)	6578	78.5%

Minimum 5 values

Value	Count	Frequency (%)
0.0	114	1.4%
1.0	124	1.5%
2.0	260	3.1%
3.0	270	3.2%
4.0	205	2.4%

Maximum 5 values

Value	Count	Frequency (%)
14.0	18	0.2%
15.0	40	0.5%
18.0	36	0.4%
19.0	10	0.1%
20.0	50	0.6%

field
Categorical

Distinct count	260
Unique (%)	3.1%
Missing (%)	0.8%
Missing (n)	63

Business	521
MBA	468
Law	462
Other values (256)	6864

Toggle details

Value	Count	Frequency (%)
Business	521	6.2%
MBA	468	5.6%
Law	462	5.5%
Social Work	378	4.5%
International Affairs	252	3.0%
Electrical Engineering	164	2.0%
Psychology	139	1.7%
law	123	1.5%
Finance	113	1.3%
business	110	1.3%
Other values (249)	5585	66.7%

field_cd
Numeric

Distinct count	19
Unique (%)	0.2%
Missing (%)	1.0%
Missing (n)	82
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.6625
Minimum	1
Maximum	18
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	5
Median	8
Q3	10
95-th percentile	13.25
Maximum	18
Range	17
Interquartile range	5

Descriptive statistics

Standard deviation	3.7589
Coef of variation	0.49056
Kurtosis	-0.46066
Mean	7.6625
MAD	2.9826
Skewness	0.013711
Sum	63568
Variance	14.13
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1925	23.0%
10.0	993	11.9%
5.0	864	10.3%
13.0	709	8.5%
3.0	696	8.3%
1.0	665	7.9%
9.0	626	7.5%
11.0	468	5.6%
6.0	325	3.9%
7.0	241	2.9%
Other values (8)	784	9.4%

Minimum 5 values

Value	Count	Frequency (%)
1.0	665	7.9%
2.0	207	2.5%
3.0	696	8.3%
4.0	143	1.7%
5.0	864	10.3%

Maximum 5 values

Value	Count	Frequency (%)
14.0	126	1.5%
15.0	187	2.2%
16.0	40	0.5%
17.0	10	0.1%
18.0	52	0.6%

from
Categorical

Distinct count	270
Unique (%)	3.2%
Missing (%)	0.9%
Missing (n)	79

New York	522
New Jersey	365
California	301
Other values (266)	7111

Toggle details

Value	Count	Frequency (%)
New York	522	6.2%
New Jersey	365	4.4%
California	301	3.6%
China	139	1.7%
Italy	132	1.6%
New York City	130	1.6%
Boston	123	1.5%
Texas	120	1.4%
NYC	109	1.3%
India	107	1.3%
Other values (259)	6251	74.6%

fun
Numeric

Distinct count	17
Unique (%)	0.2%
Missing (%)	4.2%
Missing (n)	350
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.4006
Minimum	0
Maximum	10
Zeros (%)	0.2%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	3
Q1	5
Median	7
Q3	8
95-th percentile	9
Maximum	10
Range	10
Interquartile range	3

Descriptive statistics

Standard deviation	1.9537
Coef of variation	0.30524
Kurtosis	0.093476
Mean	6.4006
MAD	1.566
Skewness	-0.45143
Sum	51384
Variance	3.817
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	1657	19.8%
6.0	1532	18.3%
8.0	1456	17.4%
5.0	1158	13.8%
4.0	607	7.2%
9.0	600	7.2%
10.0	388	4.6%
3.0	281	3.4%
2.0	220	2.6%
1.0	107	1.3%
Other values (6)	22	0.3%
(Missing)	350	4.2%

Minimum 5 values

Value	Count	Frequency (%)
0.0	14	0.2%
1.0	107	1.3%
2.0	220	2.6%
3.0	281	3.4%
4.0	607	7.2%

Maximum 5 values

Value	Count	Frequency (%)
8.0	1456	17.4%
8.5	1	0.0%
9.0	600	7.2%
9.5	1	0.0%
10.0	388	4.6%

fun1_1
Numeric

Distinct count	72
Unique (%)	0.9%
Missing (%)	1.1%
Missing (n)	89
Infinite (%)	0.0%
Infinite (n)	0

Mean	17.457
Minimum	0
Maximum	50
Zeros (%)	0.4%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	10
Q1	15
Median	18
Q3	20
95-th percentile	27
Maximum	50
Range	50
Interquartile range	5

Descriptive statistics

Standard deviation	6.0852
Coef of variation	0.34858
Kurtosis	2.8827
Mean	17.457
MAD	4.5179
Skewness	0.56681
Sum	144700
Variance	37.03
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	2237	26.7%
15.0	1213	14.5%
10.0	1179	14.1%
25.0	568	6.8%
30.0	296	3.5%
5.0	246	2.9%
18.0	214	2.6%
16.0	196	2.3%
17.0	133	1.6%
19.23	130	1.6%
Other values (61)	1877	22.4%

Minimum 5 values

Value	Count	Frequency (%)
0.0	32	0.4%
1.0	18	0.2%
2.0	9	0.1%
3.0	18	0.2%
5.0	246	2.9%

Maximum 5 values

Value	Count	Frequency (%)
30.0	296	3.5%
35.0	29	0.3%
40.0	40	0.5%
45.0	10	0.1%
50.0	20	0.2%

fun1_2
Numeric

Distinct count	75
Unique (%)	0.9%
Missing (%)	10.9%
Missing (n)	915
Infinite (%)	0.0%
Infinite (n)	0

Mean	17.655
Minimum	0
Maximum	50
Zeros (%)	0.3%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	10
Q1	15
Median	18.37
Q3	20
95-th percentile	30
Maximum	50
Range	50
Interquartile range	5

Descriptive statistics

Standard deviation	6.1297
Coef of variation	0.3472
Kurtosis	2.1106
Mean	17.655
MAD	4.568
Skewness	0.52098
Sum	131760
Variance	37.574
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	2193	26.2%
15.0	1136	13.6%
10.0	1057	12.6%
25.0	486	5.8%
30.0	339	4.0%
5.0	226	2.7%
18.0	150	1.8%
16.67	104	1.2%
16.0	103	1.2%
17.78	86	1.0%
Other values (64)	1583	18.9%
(Missing)	915	10.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	22	0.3%
1.0	21	0.3%
3.0	10	0.1%
5.0	226	2.7%
8.0	21	0.3%

Maximum 5 values

Value	Count	Frequency (%)
30.0	339	4.0%
33.0	10	0.1%
35.0	18	0.2%
40.0	67	0.8%
50.0	10	0.1%

fun1_3
Numeric

Distinct count	54
Unique (%)	0.6%
Missing (%)	52.6%
Missing (n)	4404
Infinite (%)	0.0%
Infinite (n)	0

Mean	16.233
Minimum	0
Maximum	30
Zeros (%)	0.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	10
Q1	14.81
Median	16.33
Q3	20
95-th percentile	25
Maximum	30
Range	30
Interquartile range	5.19

Descriptive statistics

Standard deviation	5.1638
Coef of variation	0.3181
Kurtosis	0.64923
Mean	16.233
MAD	3.9831
Skewness	0.022487
Sum	64512
Variance	26.665
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	973	11.6%
15.0	748	8.9%
10.0	698	8.3%
5.0	145	1.7%
30.0	133	1.6%
25.0	103	1.2%
16.67	102	1.2%
18.0	84	1.0%
17.0	62	0.7%
17.65	56	0.7%
Other values (43)	870	10.4%
(Missing)	4404	52.6%

Minimum 5 values

Value	Count	Frequency (%)
0.0	12	0.1%
3.0	10	0.1%
5.0	145	1.7%
7.5	20	0.2%
10.0	698	8.3%

Maximum 5 values

Value	Count	Frequency (%)
20.83	20	0.2%
20.93	15	0.2%
22.0	18	0.2%
25.0	103	1.2%
30.0	133	1.6%

fun1_s
Numeric

Distinct count	65
Unique (%)	0.8%
Missing (%)	51.1%
Missing (n)	4282
Infinite (%)	0.0%
Infinite (n)	0

Mean	15.261
Minimum	1
Maximum	40
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	7
Q1	10
Median	15.91
Q3	20
95-th percentile	21.05
Maximum	40
Range	39
Interquartile range	10

Descriptive statistics

Standard deviation	5.357
Coef of variation	0.35103
Kurtosis	1.299
Mean	15.261
MAD	4.3304
Skewness	0.20836
Sum	62509
Variance	28.697
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	746	8.9%
10.0	669	8.0%
15.0	403	4.8%
8.0	160	1.9%
9.0	140	1.7%
16.67	139	1.7%
7.0	136	1.6%
18.0	121	1.4%
25.0	100	1.2%
17.02	73	0.9%
Other values (54)	1409	16.8%
(Missing)	4282	51.1%

Minimum 5 values

Value	Count	Frequency (%)
1.0	18	0.2%
2.0	6	0.1%
3.0	18	0.2%
5.0	62	0.7%
6.0	45	0.5%

Maximum 5 values

Value	Count	Frequency (%)
23.0	18	0.2%
23.81	5	0.1%
25.0	100	1.2%
35.0	10	0.1%
40.0	19	0.2%

fun2_1
Numeric

Distinct count	75
Unique (%)	0.9%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	18.423
Minimum	0
Maximum	50
Zeros (%)	1.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	10
Q1	15
Median	20
Q3	20
95-th percentile	30
Maximum	50
Range	50
Interquartile range	5

Descriptive statistics

Standard deviation	6.5779
Coef of variation	0.35706
Kurtosis	1.3306
Mean	18.423
MAD	4.903
Skewness	0.1611
Sum	152890
Variance	43.269
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	2364	28.2%
15.0	1185	14.1%
10.0	1062	12.7%
25.0	755	9.0%
30.0	661	7.9%
18.0	168	2.0%
5.0	163	1.9%
16.67	118	1.4%
0.0	83	1.0%
18.18	80	1.0%
Other values (64)	1660	19.8%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	83	1.0%
1.0	34	0.4%
3.0	18	0.2%
4.0	24	0.3%
5.0	163	1.9%

Maximum 5 values

Value	Count	Frequency (%)
33.0	20	0.2%
35.0	14	0.2%
40.0	31	0.4%
44.0	10	0.1%
50.0	14	0.2%

fun2_2
Numeric

Distinct count	62
Unique (%)	0.7%
Missing (%)	31.1%
Missing (n)	2603
Infinite (%)	0.0%
Infinite (n)	0

Mean	17.967
Minimum	0
Maximum	40
Zeros (%)	0.9%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	10
Q1	15
Median	18.52
Q3	20
95-th percentile	30
Maximum	40
Range	40
Interquartile range	5

Descriptive statistics

Standard deviation	6.1003
Coef of variation	0.33952
Kurtosis	1.7988
Mean	17.967
MAD	4.409
Skewness	0.16225
Sum	103760
Variance	37.214
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	1445	17.2%
15.0	779	9.3%
10.0	707	8.4%
25.0	524	6.3%
30.0	241	2.9%
16.67	159	1.9%
18.18	153	1.8%
5.0	122	1.5%
18.0	116	1.4%
0.0	73	0.9%
Other values (51)	1456	17.4%
(Missing)	2603	31.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	73	0.9%
2.0	20	0.2%
5.0	122	1.5%
7.69	20	0.2%
10.0	707	8.4%

Maximum 5 values

Value	Count	Frequency (%)
25.0	524	6.3%
26.32	20	0.2%
30.0	241	2.9%
33.33	21	0.3%
40.0	64	0.8%

fun2_3
Numeric

Distinct count	17
Unique (%)	0.2%
Missing (%)	64.7%
Missing (n)	5419
Infinite (%)	0.0%
Infinite (n)	0

Mean	14.959
Minimum	0
Maximum	40
Zeros (%)	1.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	9
Median	15
Q3	20
95-th percentile	30
Maximum	40
Range	40
Interquartile range	11

Descriptive statistics

Standard deviation	7.9355
Coef of variation	0.53048
Kurtosis	0.77117
Mean	14.959
MAD	6.6206
Skewness	0.74236
Sum	44264
Variance	62.972
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	880	10.5%
10.0	509	6.1%
8.0	302	3.6%
15.0	256	3.1%
9.0	226	2.7%
25.0	215	2.6%
7.0	178	2.1%
0.0	82	1.0%
40.0	77	0.9%
30.0	74	0.9%
Other values (6)	160	1.9%
(Missing)	5419	64.7%

Minimum 5 values

Value	Count	Frequency (%)
0.0	82	1.0%
3.0	10	0.1%
4.0	20	0.2%
5.0	52	0.6%
6.0	36	0.4%

Maximum 5 values

Value	Count	Frequency (%)
19.0	21	0.3%
20.0	880	10.5%
25.0	215	2.6%
30.0	74	0.9%
40.0	77	0.9%

fun3_1
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	1.3%
Missing (n)	105
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.7045
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	5
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.5643
Coef of variation	0.20304
Kurtosis	1.0152
Mean	7.7045
MAD	1.2289
Skewness	-0.82495
Sum	63739
Variance	2.4471
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	2274	27.1%
9.0	1789	21.4%
7.0	1698	20.3%
6.0	957	11.4%
10.0	912	10.9%
5.0	363	4.3%
3.0	115	1.4%
4.0	104	1.2%
2.0	61	0.7%
(Missing)	105	1.3%

Minimum 5 values

Value	Count	Frequency (%)
2.0	61	0.7%
3.0	115	1.4%
4.0	104	1.2%
5.0	363	4.3%
6.0	957	11.4%

Maximum 5 values

Value	Count	Frequency (%)
6.0	957	11.4%
7.0	1698	20.3%
8.0	2274	27.1%
9.0	1789	21.4%
10.0	912	10.9%

fun3_2
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	10.9%
Missing (n)	915
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.6022
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	5
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	9
Interquartile range	2

Descriptive statistics

Standard deviation	1.5482
Coef of variation	0.20365
Kurtosis	1.6339
Mean	7.6022
MAD	1.1952
Skewness	-0.93625
Sum	56735
Variance	2.3969
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	2098	25.0%
7.0	1924	23.0%
9.0	1470	17.5%
6.0	675	8.1%
10.0	655	7.8%
5.0	342	4.1%
4.0	135	1.6%
3.0	93	1.1%
2.0	53	0.6%
1.0	18	0.2%
(Missing)	915	10.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	18	0.2%
2.0	53	0.6%
3.0	93	1.1%
4.0	135	1.6%
5.0	342	4.1%

Maximum 5 values

Value	Count	Frequency (%)
6.0	675	8.1%
7.0	1924	23.0%
8.0	2098	25.0%
9.0	1470	17.5%
10.0	655	7.8%

fun3_3
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	52.6%
Missing (n)	4404
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.6588
Minimum	2
Maximum	12
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	5
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	12
Range	10
Interquartile range	2

Descriptive statistics

Standard deviation	1.7447
Coef of variation	0.2278
Kurtosis	1.5648
Mean	7.6588
MAD	1.3032
Skewness	-0.28237
Sum	30436
Variance	3.0439
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1065	12.7%
7.0	986	11.8%
9.0	749	8.9%
6.0	452	5.4%
10.0	238	2.8%
5.0	193	2.3%
12.0	153	1.8%
2.0	60	0.7%
3.0	52	0.6%
4.0	26	0.3%
(Missing)	4404	52.6%

Minimum 5 values

Value	Count	Frequency (%)
2.0	60	0.7%
3.0	52	0.6%
4.0	26	0.3%
5.0	193	2.3%
6.0	452	5.4%

Maximum 5 values

Value	Count	Frequency (%)
7.0	986	11.8%
8.0	1065	12.7%
9.0	749	8.9%
10.0	238	2.8%
12.0	153	1.8%

fun3_s
Numeric

Distinct count	9
Unique (%)	0.1%
Missing (%)	52.3%
Missing (n)	4378
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.6925
Minimum	3
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	3
5-th percentile	5
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	7
Interquartile range	2

Descriptive statistics

Standard deviation	1.6268
Coef of variation	0.21148
Kurtosis	0.25215
Mean	7.6925
MAD	1.293
Skewness	-0.62978
Sum	30770
Variance	2.6466
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1015	12.1%
7.0	926	11.1%
9.0	712	8.5%
10.0	582	6.9%
6.0	372	4.4%
5.0	222	2.6%
3.0	86	1.0%
4.0	85	1.0%
(Missing)	4378	52.3%

Minimum 5 values

Value	Count	Frequency (%)
3.0	86	1.0%
4.0	85	1.0%
5.0	222	2.6%
6.0	372	4.4%
7.0	926	11.1%

Maximum 5 values

Value	Count	Frequency (%)
6.0	372	4.4%
7.0	926	11.1%
8.0	1015	12.1%
9.0	712	8.5%
10.0	582	6.9%

fun4_1
Numeric

Distinct count	23
Unique (%)	0.3%
Missing (%)	22.5%
Missing (n)	1889
Infinite (%)	0.0%
Infinite (n)	0

Mean	15.567
Minimum	0
Maximum	45
Zeros (%)	0.5%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	10
Median	15
Q3	20
95-th percentile	30
Maximum	45
Range	45
Interquartile range	10

Descriptive statistics

Standard deviation	7.3283
Coef of variation	0.47076
Kurtosis	-0.033756
Mean	15.567
MAD	6.1799
Skewness	0.50732
Sum	101010
Variance	53.703
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	1819	21.7%
10.0	1142	13.6%
15.0	808	9.6%
8.0	459	5.5%
30.0	458	5.5%
9.0	394	4.7%
25.0	388	4.6%
7.0	311	3.7%
5.0	252	3.0%
18.0	83	1.0%
Other values (12)	375	4.5%
(Missing)	1889	22.5%

Minimum 5 values

Value	Count	Frequency (%)
0.0	41	0.5%
1.0	18	0.2%
4.0	20	0.2%
5.0	252	3.0%
6.0	70	0.8%

Maximum 5 values

Value	Count	Frequency (%)
23.0	21	0.3%
25.0	388	4.6%
30.0	458	5.5%
40.0	25	0.3%
45.0	14	0.2%

fun4_2
Numeric

Distinct count	23
Unique (%)	0.3%
Missing (%)	31.1%
Missing (n)	2603
Infinite (%)	0.0%
Infinite (n)	0

Mean	15.164
Minimum	0
Maximum	50
Zeros (%)	0.4%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	6
Q1	9
Median	15
Q3	20
95-th percentile	30
Maximum	50
Range	50
Interquartile range	11

Descriptive statistics

Standard deviation	7.2901
Coef of variation	0.48076
Kurtosis	1.1631
Mean	15.164
MAD	5.9527
Skewness	0.84352
Sum	87571
Variance	53.146
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	1388	16.6%
10.0	1033	12.3%
15.0	820	9.8%
8.0	553	6.6%
25.0	398	4.8%
7.0	338	4.0%
9.0	295	3.5%
30.0	262	3.1%
5.0	207	2.5%
17.0	93	1.1%
Other values (12)	388	4.6%
(Missing)	2603	31.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	34	0.4%
5.0	207	2.5%
6.0	50	0.6%
7.0	338	4.0%
8.0	553	6.6%

Maximum 5 values

Value	Count	Frequency (%)
25.0	398	4.8%
30.0	262	3.1%
33.0	10	0.1%
40.0	50	0.6%
50.0	15	0.2%

fun4_3
Numeric

Distinct count	16
Unique (%)	0.2%
Missing (%)	64.7%
Missing (n)	5419
Infinite (%)	0.0%
Infinite (n)	0

Mean	14.277
Minimum	0
Maximum	30
Zeros (%)	0.8%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	6
Q1	9
Median	12
Q3	20
95-th percentile	25
Maximum	30
Range	30
Interquartile range	11

Descriptive statistics

Standard deviation	6.9279
Coef of variation	0.48525
Kurtosis	-0.67842
Mean	14.277
MAD	6.0969
Skewness	0.34662
Sum	42245
Variance	47.995
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	821	9.8%
10.0	559	6.7%
8.0	379	4.5%
15.0	277	3.3%
9.0	192	2.3%
25.0	187	2.2%
30.0	121	1.4%
7.0	115	1.4%
6.0	106	1.3%
0.0	68	0.8%
Other values (5)	134	1.6%
(Missing)	5419	64.7%

Minimum 5 values

Value	Count	Frequency (%)
0.0	68	0.8%
3.0	10	0.1%
5.0	43	0.5%
6.0	106	1.3%
7.0	115	1.4%

Maximum 5 values

Value	Count	Frequency (%)
17.0	21	0.3%
18.0	42	0.5%
20.0	821	9.8%
25.0	187	2.2%
30.0	121	1.4%

fun5_1
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	41.4%
Missing (n)	3472
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.4262
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	4
Q1	6
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	8
Interquartile range	3

Descriptive statistics

Standard deviation	1.7791
Coef of variation	0.23957
Kurtosis	0.26902
Mean	7.4262
MAD	1.4187
Skewness	-0.69069
Sum	36433
Variance	3.1653
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1118	13.3%
7.0	1109	13.2%
9.0	878	10.5%
6.0	573	6.8%
10.0	566	6.8%
5.0	299	3.6%
4.0	197	2.4%
3.0	111	1.3%
2.0	55	0.7%
(Missing)	3472	41.4%

Minimum 5 values

Value	Count	Frequency (%)
2.0	55	0.7%
3.0	111	1.3%
4.0	197	2.4%
5.0	299	3.6%
6.0	573	6.8%

Maximum 5 values

Value	Count	Frequency (%)
6.0	573	6.8%
7.0	1109	13.2%
8.0	1118	13.3%
9.0	878	10.5%
10.0	566	6.8%

fun5_2
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	47.8%
Missing (n)	4001
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.2794
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	4
Q1	6
Median	7
Q3	8
95-th percentile	10
Maximum	10
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.6475
Coef of variation	0.22632
Kurtosis	0.76601
Mean	7.2794
MAD	1.2835
Skewness	-0.60846
Sum	31862
Variance	2.7142
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1109	13.2%
7.0	1096	13.1%
6.0	730	8.7%
9.0	542	6.5%
10.0	396	4.7%
5.0	274	3.3%
4.0	116	1.4%
2.0	76	0.9%
3.0	38	0.5%
(Missing)	4001	47.8%

Minimum 5 values

Value	Count	Frequency (%)
2.0	76	0.9%
3.0	38	0.5%
4.0	116	1.4%
5.0	274	3.3%
6.0	730	8.7%

Maximum 5 values

Value	Count	Frequency (%)
6.0	730	8.7%
7.0	1096	13.1%
8.0	1109	13.2%
9.0	542	6.5%
10.0	396	4.7%

fun5_3
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	75.9%
Missing (n)	6362
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.1553
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	5
Q1	6
Median	7
Q3	8
95-th percentile	10
Maximum	10
Range	9
Interquartile range	2

Descriptive statistics

Standard deviation	1.6728
Coef of variation	0.23378
Kurtosis	1.634
Mean	7.1553
MAD	1.2645
Skewness	-0.73343
Sum	14425
Variance	2.7982
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	545	6.5%
8.0	441	5.3%
6.0	346	4.1%
9.0	250	3.0%
5.0	216	2.6%
10.0	155	1.9%
1.0	27	0.3%
3.0	15	0.2%
2.0	15	0.2%
4.0	6	0.1%
(Missing)	6362	75.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	27	0.3%
2.0	15	0.2%
3.0	15	0.2%
4.0	6	0.1%
5.0	216	2.6%

Maximum 5 values

Value	Count	Frequency (%)
6.0	346	4.1%
7.0	545	6.5%
8.0	441	5.3%
9.0	250	3.0%
10.0	155	1.9%

fun7_2
Numeric

Distinct count	17
Unique (%)	0.2%
Missing (%)	76.3%
Missing (n)	6394
Infinite (%)	0.0%
Infinite (n)	0

Mean	18.868
Minimum	0
Maximum	50
Zeros (%)	0.4%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	10
Q1	10
Median	20
Q3	24
95-th percentile	35
Maximum	50
Range	50
Interquartile range	14

Descriptive statistics

Standard deviation	8.536
Coef of variation	0.45239
Kurtosis	1.0059
Mean	18.868
MAD	6.4984
Skewness	0.76543
Sum	37435
Variance	72.863
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	549	6.6%
10.0	470	5.6%
15.0	318	3.8%
30.0	214	2.6%
25.0	146	1.7%
40.0	80	1.0%
18.0	37	0.4%
0.0	34	0.4%
16.0	29	0.3%
24.0	25	0.3%
Other values (6)	82	1.0%
(Missing)	6394	76.3%

Minimum 5 values

Value	Count	Frequency (%)
0.0	34	0.4%
5.0	21	0.3%
10.0	470	5.6%
15.0	318	3.8%
16.0	29	0.3%

Maximum 5 values

Value	Count	Frequency (%)
27.0	15	0.2%
30.0	214	2.6%
35.0	6	0.1%
40.0	80	1.0%
50.0	15	0.2%

fun7_3
Numeric

Distinct count	17
Unique (%)	0.2%
Missing (%)	75.9%
Missing (n)	6362
Infinite (%)	0.0%
Infinite (n)	0

Mean	16.418
Minimum	0
Maximum	40
Zeros (%)	0.4%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	10
Median	17
Q3	20
95-th percentile	30
Maximum	40
Range	40
Interquartile range	10

Descriptive statistics

Standard deviation	7.2313
Coef of variation	0.44045
Kurtosis	0.6021
Mean	16.418
MAD	5.8011
Skewness	0.39765
Sum	33099
Variance	52.292
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	642	7.7%
10.0	502	6.0%
15.0	308	3.7%
5.0	111	1.3%
25.0	108	1.3%
30.0	94	1.1%
18.0	42	0.5%
0.0	37	0.4%
22.0	36	0.4%
17.0	35	0.4%
Other values (6)	101	1.2%
(Missing)	6362	75.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	37	0.4%
3.0	10	0.1%
5.0	111	1.3%
7.0	14	0.2%
10.0	502	6.0%

Maximum 5 values

Value	Count	Frequency (%)
22.0	36	0.4%
25.0	108	1.3%
30.0	94	1.1%
35.0	27	0.3%
40.0	22	0.3%

fun_o
Numeric

Distinct count	18
Unique (%)	0.2%
Missing (%)	4.3%
Missing (n)	360
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.4006
Minimum	0
Maximum	11
Zeros (%)	0.2%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	3
Q1	5
Median	7
Q3	8
95-th percentile	9
Maximum	11
Range	11
Interquartile range	3

Descriptive statistics

Standard deviation	1.9541
Coef of variation	0.3053
Kurtosis	0.095143
Mean	6.4006
MAD	1.5661
Skewness	-0.45136
Sum	51320
Variance	3.8184
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	1657	19.8%
6.0	1529	18.3%
8.0	1453	17.3%
5.0	1157	13.8%
4.0	605	7.2%
9.0	600	7.2%
10.0	386	4.6%
3.0	281	3.4%
2.0	220	2.6%
1.0	107	1.3%
Other values (7)	23	0.3%
(Missing)	360	4.3%

Minimum 5 values

Value	Count	Frequency (%)
0.0	14	0.2%
1.0	107	1.3%
2.0	220	2.6%
3.0	281	3.4%
4.0	605	7.2%

Maximum 5 values

Value	Count	Frequency (%)
8.5	1	0.0%
9.0	600	7.2%
9.5	1	0.0%
10.0	386	4.6%
11.0	1	0.0%

gaming
Numeric

Distinct count	13
Unique (%)	0.2%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.8812
Minimum	0
Maximum	14
Zeros (%)	0.7%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
Median	3
Q3	6
95-th percentile	8
Maximum	14
Range	14
Interquartile range	4

Descriptive statistics

Standard deviation	2.6205
Coef of variation	0.67518
Kurtosis	0.60464
Mean	3.8812
MAD	2.1937
Skewness	0.82102
Sum	32210
Variance	6.8671
Memory size	65.5 KiB

Value	Count	Frequency (%)
1.0	1983	23.7%
2.0	1175	14.0%
3.0	1078	12.9%
5.0	1025	12.2%
6.0	761	9.1%
7.0	734	8.8%
4.0	710	8.5%
8.0	429	5.1%
9.0	220	2.6%
14.0	78	0.9%
Other values (2)	106	1.3%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	59	0.7%
1.0	1983	23.7%
2.0	1175	14.0%
3.0	1078	12.9%
4.0	710	8.5%

Maximum 5 values

Value	Count	Frequency (%)
7.0	734	8.8%
8.0	429	5.1%
9.0	220	2.6%
10.0	47	0.6%
14.0	78	0.9%

gender
Boolean

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.5006

1	4194
0	4184

Toggle details

Value	Count	Frequency (%)
1	4194	50.1%
0	4184	49.9%

go_out
Numeric

Distinct count	8
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.1581
Minimum	1
Maximum	7
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
Median	2
Q3	3
95-th percentile	4
Maximum	7
Range	6
Interquartile range	2

Descriptive statistics

Standard deviation	1.1052
Coef of variation	0.51214
Kurtosis	2.1274
Mean	2.1581
MAD	0.84235
Skewness	1.2042
Sum	17910
Variance	1.2216
Memory size	65.5 KiB

Value	Count	Frequency (%)
2.0	2990	35.7%
1.0	2610	31.2%
3.0	1949	23.3%
4.0	450	5.4%
5.0	164	2.0%
6.0	99	1.2%
7.0	37	0.4%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	2610	31.2%
2.0	2990	35.7%
3.0	1949	23.3%
4.0	450	5.4%
5.0	164	2.0%

Maximum 5 values

Value	Count	Frequency (%)
3.0	1949	23.3%
4.0	450	5.4%
5.0	164	2.0%
6.0	99	1.2%
7.0	37	0.4%

goal
Numeric

Distinct count	7
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.1221
Minimum	1
Maximum	6
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
Median	2
Q3	2
95-th percentile	6
Maximum	6
Range	5
Interquartile range	1

Descriptive statistics

Standard deviation	1.4072
Coef of variation	0.66312
Kurtosis	1.2832
Mean	2.1221
MAD	1.015
Skewness	1.478
Sum	17611
Variance	1.9802
Memory size	65.5 KiB

Value	Count	Frequency (%)
1.0	3426	40.9%
2.0	3012	36.0%
3.0	631	7.5%
5.0	510	6.1%
6.0	419	5.0%
4.0	301	3.6%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	3426	40.9%
2.0	3012	36.0%
3.0	631	7.5%
4.0	301	3.6%
5.0	510	6.1%

Maximum 5 values

Value	Count	Frequency (%)
2.0	3012	36.0%
3.0	631	7.5%
4.0	301	3.6%
5.0	510	6.1%
6.0	419	5.0%

hiking
Numeric

Distinct count	12
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.7371
Minimum	0
Maximum	10
Zeros (%)	0.2%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
Median	6
Q3	8
95-th percentile	10
Maximum	10
Range	10
Interquartile range	4

Descriptive statistics

Standard deviation	2.5702
Coef of variation	0.448
Kurtosis	-1.0041
Mean	5.7371
MAD	2.1896
Skewness	-0.16167
Sum	47612
Variance	6.606
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1212	14.5%
7.0	1117	13.3%
6.0	1044	12.5%
3.0	944	11.3%
5.0	929	11.1%
9.0	688	8.2%
4.0	681	8.1%
2.0	680	8.1%
10.0	566	6.8%
1.0	420	5.0%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	18	0.2%
1.0	420	5.0%
2.0	680	8.1%
3.0	944	11.3%
4.0	681	8.1%

Maximum 5 values

Value	Count	Frequency (%)
6.0	1044	12.5%
7.0	1117	13.3%
8.0	1212	14.5%
9.0	688	8.2%
10.0	566	6.8%

id
Numeric

Distinct count	23
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	1
Infinite (%)	0.0%
Infinite (n)	0

Mean	8.9602
Minimum	1
Maximum	22
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
Median	8
Q3	13
95-th percentile	19
Maximum	22
Range	21
Interquartile range	9

Descriptive statistics

Standard deviation	5.4913
Coef of variation	0.61285
Kurtosis	-0.87163
Mean	8.9602
MAD	4.6434
Skewness	0.37688
Sum	75060
Variance	30.155
Memory size	65.5 KiB

Value	Count	Frequency (%)
1.0	552	6.6%
2.0	552	6.6%
6.0	552	6.6%
4.0	547	6.5%
5.0	547	6.5%
3.0	541	6.5%
8.0	505	6.0%
7.0	505	6.0%
10.0	480	5.7%
9.0	479	5.7%
Other values (12)	3117	37.2%

Minimum 5 values

Value	Count	Frequency (%)
1.0	552	6.6%
2.0	552	6.6%
3.0	541	6.5%
4.0	547	6.5%
5.0	547	6.5%

Maximum 5 values

Value	Count	Frequency (%)
18.0	237	2.8%
19.0	178	2.1%
20.0	160	1.9%
21.0	86	1.0%
22.0	43	0.5%

idg
Highly correlated

This variable is highly correlated with id and should be ignored for analysis

Correlation	0.99803

iid
Numeric

Distinct count	551
Unique (%)	6.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	283.68
Minimum	1
Maximum	552
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	34
Q1	154
Median	281
Q3	407
95-th percentile	533
Maximum	552
Range	551
Interquartile range	253

Descriptive statistics

Standard deviation	158.58
Coef of variation	0.55903
Kurtosis	-1.1267
Mean	283.68
MAD	135.32
Skewness	-0.0019407
Sum	2376637
Variance	25149
Memory size	65.5 KiB

Value	Count	Frequency (%)
551	22	0.3%
517	22	0.3%
543	22	0.3%
516	22	0.3%
524	22	0.3%
532	22	0.3%
540	22	0.3%
548	22	0.3%
509	22	0.3%
525	22	0.3%
Other values (541)	8158	97.4%

Minimum 5 values

Value	Count	Frequency (%)
1	10	0.1%
2	10	0.1%
3	10	0.1%
4	10	0.1%
5	10	0.1%

Maximum 5 values

Value	Count	Frequency (%)
548	22	0.3%
549	22	0.3%
550	22	0.3%
551	22	0.3%
552	22	0.3%

imprace
Numeric

Distinct count	12
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.7848
Minimum	0
Maximum	10
Zeros (%)	0.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
Median	3
Q3	6
95-th percentile	9
Maximum	10
Range	10
Interquartile range	5

Descriptive statistics

Standard deviation	2.8457
Coef of variation	0.75188
Kurtosis	-0.91022
Mean	3.7848
MAD	2.4813
Skewness	0.65834
Sum	31410
Variance	8.0981
Memory size	65.5 KiB

Value	Count	Frequency (%)
1.0	2798	33.4%
3.0	983	11.7%
2.0	954	11.4%
8.0	663	7.9%
5.0	657	7.8%
7.0	543	6.5%
6.0	524	6.3%
4.0	510	6.1%
9.0	409	4.9%
10.0	250	3.0%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	8	0.1%
1.0	2798	33.4%
2.0	954	11.4%
3.0	983	11.7%
4.0	510	6.1%

Maximum 5 values

Value	Count	Frequency (%)
6.0	524	6.3%
7.0	543	6.5%
8.0	663	7.9%
9.0	409	4.9%
10.0	250	3.0%

imprelig
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.6516
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
Median	3
Q3	6
95-th percentile	9
Maximum	10
Range	9
Interquartile range	5

Descriptive statistics

Standard deviation	2.8052
Coef of variation	0.76821
Kurtosis	-0.69474
Mean	3.6516
MAD	2.4269
Skewness	0.74513
Sum	30305
Variance	7.8694
Memory size	65.5 KiB

Value	Count	Frequency (%)
1.0	3032	36.2%
3.0	929	11.1%
2.0	863	10.3%
5.0	697	8.3%
6.0	661	7.9%
4.0	524	6.3%
8.0	517	6.2%
7.0	467	5.6%
10.0	327	3.9%
9.0	282	3.4%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	3032	36.2%
2.0	863	10.3%
3.0	929	11.1%
4.0	524	6.3%
5.0	697	8.3%

Maximum 5 values

Value	Count	Frequency (%)
6.0	661	7.9%
7.0	467	5.6%
8.0	517	6.2%
9.0	282	3.4%
10.0	327	3.9%

income
Categorical

Distinct count	262
Unique (%)	3.1%
Missing (%)	48.9%
Missing (n)	4099

55,080.00	124
53,229.00	41
25,401.00	39
Other values (258)	4075
(Missing)	4099

Toggle details

Value	Count	Frequency (%)
55,080.00	124	1.5%
53,229.00	41	0.5%
25,401.00	39	0.5%
33,772.00	37	0.4%
78,704.00	37	0.4%
49,409.00	37	0.4%
80,006.00	34	0.4%
69,487.00	30	0.4%
52,010.00	29	0.3%
16,767.00	28	0.3%
Other values (251)	3843	45.9%
(Missing)	4099	48.9%

int_corr
Numeric

Distinct count	156
Unique (%)	1.9%
Missing (%)	1.9%
Missing (n)	158
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.19601
Minimum	-0.83
Maximum	0.91
Zeros (%)	0.9%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	-0.83
5-th percentile	-0.34
Q1	-0.02
Median	0.21
Q3	0.43
95-th percentile	0.65
Maximum	0.91
Range	1.74
Interquartile range	0.45

Descriptive statistics

Standard deviation	0.30354
Coef of variation	1.5486
Kurtosis	-0.51742
Mean	0.19601
MAD	0.25008
Skewness	-0.25981
Sum	1611.2
Variance	0.092136
Memory size	65.5 KiB

Value	Count	Frequency (%)
0.31	140	1.7%
0.13	124	1.5%
0.24	116	1.4%
0.19	112	1.3%
0.11	112	1.3%
0.43	110	1.3%
0.09	109	1.3%
0.34	106	1.3%
0.32	106	1.3%
0.27	104	1.2%
Other values (145)	7081	84.5%
(Missing)	158	1.9%

Minimum 5 values

Value	Count	Frequency (%)
-0.83	2	0.0%
-0.73	2	0.0%
-0.7	2	0.0%
-0.64	2	0.0%
-0.63	6	0.1%

Maximum 5 values

Value	Count	Frequency (%)
0.85	8	0.1%
0.87	2	0.0%
0.88	2	0.0%
0.9	4	0.0%
0.91	2	0.0%

intel
Numeric

Distinct count	18
Unique (%)	0.2%
Missing (%)	3.5%
Missing (n)	296
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.3686
Minimum	0
Maximum	10
Zeros (%)	0.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	6
Median	7
Q3	8
95-th percentile	10
Maximum	10
Range	10
Interquartile range	2

Descriptive statistics

Standard deviation	1.5505
Coef of variation	0.21041
Kurtosis	0.75552
Mean	7.3686
MAD	1.2309
Skewness	-0.5452
Sum	59553
Variance	2.4039
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	2199	26.2%
7.0	2023	24.1%
6.0	1155	13.8%
9.0	1106	13.2%
10.0	675	8.1%
5.0	630	7.5%
4.0	161	1.9%
3.0	69	0.8%
2.0	34	0.4%
1.0	13	0.2%
Other values (7)	17	0.2%
(Missing)	296	3.5%

Minimum 5 values

Value	Count	Frequency (%)
0.0	5	0.1%
1.0	13	0.2%
2.0	34	0.4%
2.5	1	0.0%
3.0	69	0.8%

Maximum 5 values

Value	Count	Frequency (%)
8.0	2199	26.2%
8.5	2	0.0%
9.0	1106	13.2%
9.5	1	0.0%
10.0	675	8.1%

intel1_1
Numeric

Distinct count	66
Unique (%)	0.8%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	20.266
Minimum	0
Maximum	50
Zeros (%)	1.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	10
Q1	17.39
Median	20
Q3	23.81
95-th percentile	30
Maximum	50
Range	50
Interquartile range	6.42

Descriptive statistics

Standard deviation	6.783
Coef of variation	0.33471
Kurtosis	3.1464
Mean	20.266
MAD	4.4255
Skewness	0.57874
Sum	168180
Variance	46.009
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	2715	32.4%
25.0	989	11.8%
30.0	649	7.7%
15.0	634	7.6%
10.0	610	7.3%
18.0	298	3.6%
19.0	135	1.6%
35.0	135	1.6%
16.0	130	1.6%
19.23	90	1.1%
Other values (55)	1914	22.8%

Minimum 5 values

Value	Count	Frequency (%)
0.0	83	1.0%
1.0	28	0.3%
2.0	9	0.1%
5.0	89	1.1%
8.0	22	0.3%

Maximum 5 values

Value	Count	Frequency (%)
35.0	135	1.6%
40.0	69	0.8%
42.86	14	0.2%
45.0	31	0.4%
50.0	48	0.6%

intel1_2
Numeric

Distinct count	68
Unique (%)	0.8%
Missing (%)	10.9%
Missing (n)	915
Infinite (%)	0.0%
Infinite (n)	0

Mean	17.814
Minimum	0
Maximum	40
Zeros (%)	1.8%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	15
Median	19.05
Q3	20
95-th percentile	30
Maximum	40
Range	40
Interquartile range	5

Descriptive statistics

Standard deviation	6.5359
Coef of variation	0.3669
Kurtosis	1.8808
Mean	17.814
MAD	4.658
Skewness	0.094876
Sum	132940
Variance	42.718
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	2283	27.2%
15.0	1039	12.4%
10.0	882	10.5%
25.0	473	5.6%
30.0	358	4.3%
5.0	207	2.5%
18.0	188	2.2%
0.0	151	1.8%
19.0	120	1.4%
40.0	115	1.4%
Other values (57)	1647	19.7%
(Missing)	915	10.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	151	1.8%
1.0	20	0.2%
2.0	29	0.3%
5.0	207	2.5%
7.0	21	0.3%

Maximum 5 values

Value	Count	Frequency (%)
23.81	16	0.2%
25.0	473	5.6%
30.0	358	4.3%
35.0	14	0.2%
40.0	115	1.4%

intel1_3
Numeric

Distinct count	45
Unique (%)	0.5%
Missing (%)	52.6%
Missing (n)	4404
Infinite (%)	0.0%
Infinite (n)	0

Mean	19.411
Minimum	0
Maximum	45
Zeros (%)	0.3%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	10
Q1	16.67
Median	20
Q3	20
95-th percentile	30
Maximum	45
Range	45
Interquartile range	3.33

Descriptive statistics

Standard deviation	6.1245
Coef of variation	0.31551
Kurtosis	2.6106
Mean	19.411
MAD	4.0983
Skewness	0.75202
Sum	77141
Variance	37.51
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	1254	15.0%
10.0	438	5.2%
15.0	407	4.9%
25.0	390	4.7%
30.0	270	3.2%
16.67	162	1.9%
18.0	146	1.7%
17.39	68	0.8%
40.0	63	0.8%
19.61	56	0.7%
Other values (34)	720	8.6%
(Missing)	4404	52.6%

Minimum 5 values

Value	Count	Frequency (%)
0.0	21	0.3%
5.0	19	0.2%
10.0	438	5.2%
13.0	21	0.3%
15.0	407	4.9%

Maximum 5 values

Value	Count	Frequency (%)
25.0	390	4.7%
30.0	270	3.2%
35.0	18	0.2%
40.0	63	0.8%
45.0	18	0.2%

intel1_s
Numeric

Distinct count	65
Unique (%)	0.8%
Missing (%)	51.1%
Missing (n)	4282
Infinite (%)	0.0%
Infinite (n)	0

Mean	17.244
Minimum	0
Maximum	40
Zeros (%)	0.3%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	7
Q1	10
Median	18.42
Q3	20
95-th percentile	30
Maximum	40
Range	40
Interquartile range	10

Descriptive statistics

Standard deviation	6.5964
Coef of variation	0.38254
Kurtosis	0.5035
Mean	17.244
MAD	5.0178
Skewness	0.10922
Sum	70630
Variance	43.513
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	859	10.3%
10.0	444	5.3%
30.0	273	3.3%
15.0	216	2.6%
9.0	148	1.8%
8.0	134	1.6%
25.0	127	1.5%
18.0	112	1.3%
7.0	102	1.2%
6.0	81	1.0%
Other values (54)	1600	19.1%
(Missing)	4282	51.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	28	0.3%
1.0	18	0.2%
4.0	6	0.1%
5.0	66	0.8%
6.0	81	1.0%

Maximum 5 values

Value	Count	Frequency (%)
24.32	20	0.2%
25.0	127	1.5%
30.0	273	3.3%
35.0	6	0.1%
40.0	29	0.3%

intel2_1
Numeric

Distinct count	79
Unique (%)	0.9%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	14.417
Minimum	0
Maximum	40
Zeros (%)	3.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	10
Median	15
Q3	20
95-th percentile	25
Maximum	40
Range	40
Interquartile range	10

Descriptive statistics

Standard deviation	6.2633
Coef of variation	0.43444
Kurtosis	0.79504
Mean	14.417
MAD	4.9318
Skewness	0.20694
Sum	119650
Variance	39.229
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	2176	26.0%
20.0	1482	17.7%
15.0	1194	14.3%
5.0	455	5.4%
25.0	326	3.9%
0.0	254	3.0%
30.0	188	2.2%
16.0	128	1.5%
16.67	128	1.5%
18.0	116	1.4%
Other values (68)	1852	22.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	254	3.0%
1.0	43	0.5%
2.0	28	0.3%
4.0	14	0.2%
5.0	455	5.4%

Maximum 5 values

Value	Count	Frequency (%)
23.0	21	0.3%
24.0	18	0.2%
25.0	326	3.9%
30.0	188	2.2%
40.0	31	0.4%

intel2_2
Numeric

Distinct count	70
Unique (%)	0.8%
Missing (%)	31.1%
Missing (n)	2603
Infinite (%)	0.0%
Infinite (n)	0

Mean	13.958
Minimum	0
Maximum	30.77
Zeros (%)	1.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	10
Median	15
Q3	17.39
95-th percentile	20
Maximum	30.77
Range	30.77
Interquartile range	7.39

Descriptive statistics

Standard deviation	5.3986
Coef of variation	0.38677
Kurtosis	0.371
Mean	13.958
MAD	4.3515
Skewness	0.060596
Sum	80609
Variance	29.145
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	1534	18.3%
15.0	822	9.8%
20.0	815	9.7%
5.0	408	4.9%
16.67	119	1.4%
16.0	108	1.3%
25.0	90	1.1%
0.0	80	1.0%
30.0	73	0.9%
13.95	72	0.9%
Other values (59)	1654	19.7%
(Missing)	2603	31.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	80	1.0%
2.0	27	0.3%
3.0	14	0.2%
4.0	20	0.2%
5.0	408	4.9%

Maximum 5 values

Value	Count	Frequency (%)
21.05	30	0.4%
22.0	21	0.3%
25.0	90	1.1%
30.0	73	0.9%
30.77	20	0.2%

intel2_3
Numeric

Distinct count	18
Unique (%)	0.2%
Missing (%)	64.7%
Missing (n)	5419
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.953
Minimum	0
Maximum	60
Zeros (%)	1.6%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	4
Q1	7
Median	10
Q3	15
95-th percentile	20
Maximum	60
Range	60
Interquartile range	8

Descriptive statistics

Standard deviation	7.0107
Coef of variation	0.58653
Kurtosis	9.7846
Mean	11.953
MAD	5.4374
Skewness	1.8582
Sum	35368
Variance	49.149
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	625	7.5%
15.0	511	6.1%
20.0	486	5.8%
7.0	321	3.8%
8.0	266	3.2%
5.0	172	2.1%
0.0	132	1.6%
6.0	131	1.6%
9.0	92	1.1%
25.0	60	0.7%
Other values (7)	163	1.9%
(Missing)	5419	64.7%

Minimum 5 values

Value	Count	Frequency (%)
0.0	132	1.6%
4.0	45	0.5%
5.0	172	2.1%
6.0	131	1.6%
7.0	321	3.8%

Maximum 5 values

Value	Count	Frequency (%)
22.0	9	0.1%
23.0	21	0.3%
25.0	60	0.7%
30.0	31	0.4%
60.0	15	0.2%

intel3_1
Numeric

Distinct count	9
Unique (%)	0.1%
Missing (%)	1.3%
Missing (n)	105
Infinite (%)	0.0%
Infinite (n)	0

Mean	8.404
Minimum	3
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	3
5-th percentile	7
Q1	8
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	7
Interquartile range	1

Descriptive statistics

Standard deviation	1.0766
Coef of variation	0.12811
Kurtosis	0.79675
Mean	8.404
MAD	0.88282
Skewness	-0.55901
Sum	69526
Variance	1.1591
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	2872	34.3%
9.0	2627	31.4%
10.0	1307	15.6%
7.0	1158	13.8%
6.0	214	2.6%
5.0	76	0.9%
4.0	10	0.1%
3.0	9	0.1%
(Missing)	105	1.3%

Minimum 5 values

Value	Count	Frequency (%)
3.0	9	0.1%
4.0	10	0.1%
5.0	76	0.9%
6.0	214	2.6%
7.0	1158	13.8%

Maximum 5 values

Value	Count	Frequency (%)
6.0	214	2.6%
7.0	1158	13.8%
8.0	2872	34.3%
9.0	2627	31.4%
10.0	1307	15.6%

intel3_2
Numeric

Distinct count	8
Unique (%)	0.1%
Missing (%)	10.9%
Missing (n)	915
Infinite (%)	0.0%
Infinite (n)	0

Mean	8.2389
Minimum	4
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	4
5-th percentile	6
Q1	8
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	6
Interquartile range	1

Descriptive statistics

Standard deviation	1.1803
Coef of variation	0.14326
Kurtosis	0.36181
Mean	8.2389
MAD	0.94234
Skewness	-0.56917
Sum	61487
Variance	1.3931
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	2430	29.0%
9.0	2216	26.5%
7.0	1245	14.9%
10.0	1039	12.4%
6.0	369	4.4%
5.0	128	1.5%
4.0	36	0.4%
(Missing)	915	10.9%

Minimum 5 values

Value	Count	Frequency (%)
4.0	36	0.4%
5.0	128	1.5%
6.0	369	4.4%
7.0	1245	14.9%
8.0	2430	29.0%

Maximum 5 values

Value	Count	Frequency (%)
6.0	369	4.4%
7.0	1245	14.9%
8.0	2430	29.0%
9.0	2216	26.5%
10.0	1039	12.4%

intel3_3
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	52.6%
Missing (n)	4404
Infinite (%)	0.0%
Infinite (n)	0

Mean	8.3888
Minimum	3
Maximum	12
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	3
5-th percentile	6
Q1	8
Median	8
Q3	9
95-th percentile	12
Maximum	12
Range	9
Interquartile range	1

Descriptive statistics

Standard deviation	1.4591
Coef of variation	0.17393
Kurtosis	1.869
Mean	8.3888
MAD	1.0637
Skewness	0.0026146
Sum	33337
Variance	2.129
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1338	16.0%
9.0	1322	15.8%
7.0	510	6.1%
10.0	288	3.4%
12.0	233	2.8%
6.0	137	1.6%
5.0	105	1.3%
3.0	22	0.3%
4.0	19	0.2%
(Missing)	4404	52.6%

Minimum 5 values

Value	Count	Frequency (%)
3.0	22	0.3%
4.0	19	0.2%
5.0	105	1.3%
6.0	137	1.6%
7.0	510	6.1%

Maximum 5 values

Value	Count	Frequency (%)
7.0	510	6.1%
8.0	1338	16.0%
9.0	1322	15.8%
10.0	288	3.4%
12.0	233	2.8%

intel3_s
Numeric

Distinct count	9
Unique (%)	0.1%
Missing (%)	52.3%
Missing (n)	4378
Infinite (%)	0.0%
Infinite (n)	0

Mean	8.2577
Minimum	4
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	4
5-th percentile	6
Q1	8
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	6
Interquartile range	1

Descriptive statistics

Standard deviation	1.1793
Coef of variation	0.14281
Kurtosis	0.49795
Mean	8.2577
MAD	0.93612
Skewness	-0.57886
Sum	33031
Variance	1.3908
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1368	16.3%
9.0	1104	13.2%
7.0	706	8.4%
10.0	600	7.2%
5.0	124	1.5%
6.0	82	1.0%
4.0	10	0.1%
9.5	6	0.1%
(Missing)	4378	52.3%

Minimum 5 values

Value	Count	Frequency (%)
4.0	10	0.1%
5.0	124	1.5%
6.0	82	1.0%
7.0	706	8.4%
8.0	1368	16.3%

Maximum 5 values

Value	Count	Frequency (%)
7.0	706	8.4%
8.0	1368	16.3%
9.0	1104	13.2%
9.5	6	0.1%
10.0	600	7.2%

intel4_1
Numeric

Distinct count	25
Unique (%)	0.3%
Missing (%)	22.5%
Missing (n)	1889
Infinite (%)	0.0%
Infinite (n)	0

Mean	12.636
Minimum	0
Maximum	35
Zeros (%)	1.5%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	4
Q1	8
Median	10
Q3	16
95-th percentile	25
Maximum	35
Range	35
Interquartile range	8

Descriptive statistics

Standard deviation	6.7175
Coef of variation	0.5316
Kurtosis	0.15703
Mean	12.636
MAD	5.569
Skewness	0.67812
Sum	81997
Variance	45.124
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	1536	18.3%
20.0	1064	12.7%
15.0	997	11.9%
5.0	438	5.2%
7.0	415	5.0%
8.0	388	4.6%
6.0	292	3.5%
30.0	244	2.9%
25.0	186	2.2%
9.0	181	2.2%
Other values (14)	748	8.9%
(Missing)	1889	22.5%

Minimum 5 values

Value	Count	Frequency (%)
0.0	125	1.5%
1.0	49	0.6%
2.0	60	0.7%
3.0	20	0.2%
4.0	101	1.2%

Maximum 5 values

Value	Count	Frequency (%)
20.0	1064	12.7%
22.0	9	0.1%
25.0	186	2.2%
30.0	244	2.9%
35.0	14	0.2%

intel4_2
Numeric

Distinct count	26
Unique (%)	0.3%
Missing (%)	31.1%
Missing (n)	2603
Infinite (%)	0.0%
Infinite (n)	0

Mean	12.103
Minimum	0
Maximum	40
Zeros (%)	1.2%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	8
Median	10
Q3	15
95-th percentile	20
Maximum	40
Range	40
Interquartile range	7

Descriptive statistics

Standard deviation	5.9906
Coef of variation	0.49497
Kurtosis	1.1905
Mean	12.103
MAD	4.9928
Skewness	0.70178
Sum	69895
Variance	35.887
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	1515	18.1%
15.0	995	11.9%
20.0	989	11.8%
5.0	440	5.3%
8.0	387	4.6%
7.0	343	4.1%
6.0	251	3.0%
9.0	128	1.5%
0.0	98	1.2%
17.0	90	1.1%
Other values (15)	539	6.4%
(Missing)	2603	31.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	98	1.2%
1.0	38	0.5%
2.0	49	0.6%
3.0	14	0.2%
4.0	72	0.9%

Maximum 5 values

Value	Count	Frequency (%)
20.0	989	11.8%
25.0	52	0.6%
30.0	48	0.6%
35.0	9	0.1%
40.0	21	0.3%

intel4_3
Numeric

Distinct count	17
Unique (%)	0.2%
Missing (%)	64.7%
Missing (n)	5419
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.525
Minimum	0
Maximum	30
Zeros (%)	1.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	7
Median	10
Q3	15
95-th percentile	20
Maximum	30
Range	30
Interquartile range	8

Descriptive statistics

Standard deviation	6.0042
Coef of variation	0.52098
Kurtosis	-0.41318
Mean	11.525
MAD	5.098
Skewness	0.49627
Sum	34102
Variance	36.051
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	659	7.9%
20.0	533	6.4%
15.0	433	5.2%
7.0	351	4.2%
5.0	274	3.3%
6.0	193	2.3%
8.0	161	1.9%
0.0	93	1.1%
9.0	61	0.7%
25.0	60	0.7%
Other values (6)	141	1.7%
(Missing)	5419	64.7%

Minimum 5 values

Value	Count	Frequency (%)
0.0	93	1.1%
3.0	20	0.2%
4.0	16	0.2%
5.0	274	3.3%
6.0	193	2.3%

Maximum 5 values

Value	Count	Frequency (%)
16.0	21	0.3%
17.0	42	0.5%
20.0	533	6.4%
25.0	60	0.7%
30.0	21	0.3%

intel5_1
Numeric

Distinct count	9
Unique (%)	0.1%
Missing (%)	41.4%
Missing (n)	3472
Infinite (%)	0.0%
Infinite (n)	0

Mean	8.2843
Minimum	3
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	3
5-th percentile	6
Q1	8
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	7
Interquartile range	1

Descriptive statistics

Standard deviation	1.2837
Coef of variation	0.15495
Kurtosis	1.0812
Mean	8.2843
MAD	1.0165
Skewness	-0.80846
Sum	40643
Variance	1.6478
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1525	18.2%
9.0	1353	16.1%
10.0	889	10.6%
7.0	757	9.0%
6.0	263	3.1%
4.0	78	0.9%
5.0	32	0.4%
3.0	9	0.1%
(Missing)	3472	41.4%

Minimum 5 values

Value	Count	Frequency (%)
3.0	9	0.1%
4.0	78	0.9%
5.0	32	0.4%
6.0	263	3.1%
7.0	757	9.0%

Maximum 5 values

Value	Count	Frequency (%)
6.0	263	3.1%
7.0	757	9.0%
8.0	1525	18.2%
9.0	1353	16.1%
10.0	889	10.6%

intel5_2
Numeric

Distinct count	9
Unique (%)	0.1%
Missing (%)	47.8%
Missing (n)	4001
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.8387
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	6
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.2809
Coef of variation	0.16341
Kurtosis	1.2638
Mean	7.8387
MAD	0.9879
Skewness	-0.6491
Sum	34310
Variance	1.6408
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1440	17.2%
7.0	1005	12.0%
9.0	988	11.8%
6.0	419	5.0%
10.0	362	4.3%
5.0	113	1.3%
4.0	32	0.4%
2.0	18	0.2%
(Missing)	4001	47.8%

Minimum 5 values

Value	Count	Frequency (%)
2.0	18	0.2%
4.0	32	0.4%
5.0	113	1.3%
6.0	419	5.0%
7.0	1005	12.0%

Maximum 5 values

Value	Count	Frequency (%)
6.0	419	5.0%
7.0	1005	12.0%
8.0	1440	17.2%
9.0	988	11.8%
10.0	362	4.3%

intel5_3
Numeric

Distinct count	8
Unique (%)	0.1%
Missing (%)	75.9%
Missing (n)	6362
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.9325
Minimum	4
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	4
5-th percentile	6
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	6
Interquartile range	2

Descriptive statistics

Standard deviation	1.3409
Coef of variation	0.16903
Kurtosis	-0.33087
Mean	7.9325
MAD	1.0699
Skewness	-0.30707
Sum	15992
Variance	1.7979
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	542	6.5%
9.0	457	5.5%
7.0	454	5.4%
10.0	268	3.2%
6.0	232	2.8%
5.0	41	0.5%
4.0	22	0.3%
(Missing)	6362	75.9%

Minimum 5 values

Value	Count	Frequency (%)
4.0	22	0.3%
5.0	41	0.5%
6.0	232	2.8%
7.0	454	5.4%
8.0	542	6.5%

Maximum 5 values

Value	Count	Frequency (%)
6.0	232	2.8%
7.0	454	5.4%
8.0	542	6.5%
9.0	457	5.5%
10.0	268	3.2%

intel7_2
Numeric

Distinct count	17
Unique (%)	0.2%
Missing (%)	76.3%
Missing (n)	6394
Infinite (%)	0.0%
Infinite (n)	0

Mean	15.294
Minimum	0
Maximum	50
Zeros (%)	1.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	10
Median	15
Q3	20
95-th percentile	30
Maximum	50
Range	50
Interquartile range	10

Descriptive statistics

Standard deviation	7.2929
Coef of variation	0.47685
Kurtosis	1.5483
Mean	15.294
MAD	5.7684
Skewness	0.57949
Sum	30343
Variance	53.186
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	646	7.7%
20.0	576	6.9%
15.0	282	3.4%
30.0	108	1.3%
0.0	81	1.0%
5.0	81	1.0%
25.0	74	0.9%
16.0	34	0.4%
14.0	19	0.2%
19.0	18	0.2%
Other values (6)	65	0.8%
(Missing)	6394	76.3%

Minimum 5 values

Value	Count	Frequency (%)
0.0	81	1.0%
5.0	81	1.0%
8.0	10	0.1%
10.0	646	7.7%
12.0	15	0.2%

Maximum 5 values

Value	Count	Frequency (%)
24.0	7	0.1%
25.0	74	0.9%
30.0	108	1.3%
40.0	13	0.2%
50.0	6	0.1%

intel7_3
Numeric

Distinct count	15
Unique (%)	0.2%
Missing (%)	75.9%
Missing (n)	6362
Infinite (%)	0.0%
Infinite (n)	0

Mean	16.68
Minimum	0
Maximum	45
Zeros (%)	1.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	10
Median	18
Q3	20
95-th percentile	30
Maximum	45
Range	45
Interquartile range	10

Descriptive statistics

Standard deviation	7.8801
Coef of variation	0.47244
Kurtosis	0.535
Mean	16.68
MAD	6.326
Skewness	0.27021
Sum	33626
Variance	62.096
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	573	6.8%
10.0	474	5.7%
15.0	326	3.9%
30.0	177	2.1%
25.0	136	1.6%
5.0	100	1.2%
0.0	85	1.0%
18.0	35	0.4%
19.0	32	0.4%
13.0	21	0.3%
Other values (4)	57	0.7%
(Missing)	6362	75.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	85	1.0%
5.0	100	1.2%
10.0	474	5.7%
13.0	21	0.3%
15.0	326	3.9%

Maximum 5 values

Value	Count	Frequency (%)
25.0	136	1.6%
28.0	18	0.2%
30.0	177	2.1%
40.0	6	0.1%
45.0	15	0.2%

intel_o
Numeric

Distinct count	18
Unique (%)	0.2%
Missing (%)	3.7%
Missing (n)	306
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.3693
Minimum	0
Maximum	10
Zeros (%)	0.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	6
Median	7
Q3	8
95-th percentile	10
Maximum	10
Range	10
Interquartile range	2

Descriptive statistics

Standard deviation	1.5505
Coef of variation	0.2104
Kurtosis	0.75882
Mean	7.3693
MAD	1.2307
Skewness	-0.54634
Sum	59485
Variance	2.4041
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	2198	26.2%
7.0	2021	24.1%
6.0	1152	13.8%
9.0	1104	13.2%
10.0	675	8.1%
5.0	628	7.5%
4.0	161	1.9%
3.0	69	0.8%
2.0	34	0.4%
1.0	13	0.2%
Other values (7)	17	0.2%
(Missing)	306	3.7%

Minimum 5 values

Value	Count	Frequency (%)
0.0	5	0.1%
1.0	13	0.2%
2.0	34	0.4%
2.5	1	0.0%
3.0	69	0.8%

Maximum 5 values

Value	Count	Frequency (%)
8.0	2198	26.2%
8.5	2	0.0%
9.0	1104	13.2%
9.5	1	0.0%
10.0	675	8.1%

length
Numeric

Distinct count	4
Unique (%)	0.0%
Missing (%)	10.9%
Missing (n)	915
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.8435
Minimum	1
Maximum	3
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
Median	1
Q3	3
95-th percentile	3
Maximum	3
Range	2
Interquartile range	2

Descriptive statistics

Standard deviation	0.97566
Coef of variation	0.52925
Kurtosis	-1.8745
Mean	1.8435
MAD	0.9555
Skewness	0.31691
Sum	13758
Variance	0.95192
Memory size	65.5 KiB

Value	Count	Frequency (%)
1.0	4227	50.5%
3.0	3059	36.5%
2.0	177	2.1%
(Missing)	915	10.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	4227	50.5%
2.0	177	2.1%
3.0	3059	36.5%

Maximum 5 values

Value	Count	Frequency (%)
1.0	4227	50.5%
2.0	177	2.1%
3.0	3059	36.5%

like
Numeric

Distinct count	19
Unique (%)	0.2%
Missing (%)	2.9%
Missing (n)	240
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.1341
Minimum	0
Maximum	10
Zeros (%)	0.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	3
Q1	5
Median	6
Q3	7
95-th percentile	9
Maximum	10
Range	10
Interquartile range	2

Descriptive statistics

Standard deviation	1.8413
Coef of variation	0.30017
Kurtosis	0.1279
Mean	6.1341
MAD	1.4462
Skewness	-0.45144
Sum	49919
Variance	3.3903
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	1816	21.7%
6.0	1709	20.4%
5.0	1319	15.7%
8.0	1274	15.2%
4.0	645	7.7%
9.0	412	4.9%
3.0	396	4.7%
2.0	223	2.7%
10.0	182	2.2%
1.0	110	1.3%
Other values (8)	52	0.6%
(Missing)	240	2.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	8	0.1%
1.0	110	1.3%
2.0	223	2.7%
3.0	396	4.7%
4.0	645	7.7%

Maximum 5 values

Value	Count	Frequency (%)
8.5	9	0.1%
9.0	412	4.9%
9.5	3	0.0%
9.7	1	0.0%
10.0	182	2.2%

like_o
Numeric

Distinct count	19
Unique (%)	0.2%
Missing (%)	3.0%
Missing (n)	250
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.1345
Minimum	0
Maximum	10
Zeros (%)	0.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	3
Q1	5
Median	6
Q3	7
95-th percentile	9
Maximum	10
Range	10
Interquartile range	2

Descriptive statistics

Standard deviation	1.8413
Coef of variation	0.30015
Kurtosis	0.12975
Mean	6.1345
MAD	1.446
Skewness	-0.45154
Sum	49861
Variance	3.3902
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	1813	21.6%
6.0	1708	20.4%
5.0	1318	15.7%
8.0	1272	15.2%
4.0	644	7.7%
9.0	412	4.9%
3.0	394	4.7%
2.0	223	2.7%
10.0	182	2.2%
1.0	110	1.3%
Other values (8)	52	0.6%
(Missing)	250	3.0%

Minimum 5 values

Value	Count	Frequency (%)
0.0	8	0.1%
1.0	110	1.3%
2.0	223	2.7%
3.0	394	4.7%
4.0	644	7.7%

Maximum 5 values

Value	Count	Frequency (%)
8.5	9	0.1%
9.0	412	4.9%
9.5	3	0.0%
9.7	1	0.0%
10.0	182	2.2%

match
Boolean

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.16472

0	6998
1	1380

Toggle details

Value	Count	Frequency (%)
0	6998	83.5%
1	1380	16.5%

match_es
Numeric

Distinct count	18
Unique (%)	0.2%
Missing (%)	14.0%
Missing (n)	1173
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.2078
Minimum	0
Maximum	18
Zeros (%)	7.4%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
Median	3
Q3	4
95-th percentile	8
Maximum	18
Range	18
Interquartile range	2

Descriptive statistics

Standard deviation	2.4448
Coef of variation	0.76214
Kurtosis	4.1573
Mean	3.2078
MAD	1.826
Skewness	1.5227
Sum	23112
Variance	5.9771
Memory size	65.5 KiB

Value	Count	Frequency (%)
2.0	1695	20.2%
3.0	1214	14.5%
1.0	968	11.6%
4.0	875	10.4%
5.0	736	8.8%
0.0	616	7.4%
6.0	323	3.9%
8.0	173	2.1%
7.0	153	1.8%
10.0	147	1.8%
Other values (7)	305	3.6%
(Missing)	1173	14.0%

Minimum 5 values

Value	Count	Frequency (%)
0.0	616	7.4%
0.5	22	0.3%
1.0	968	11.6%
1.5	40	0.5%
2.0	1695	20.2%

Maximum 5 values

Value	Count	Frequency (%)
8.0	173	2.1%
9.0	115	1.4%
10.0	147	1.8%
12.0	33	0.4%
18.0	20	0.2%

met
Numeric

Distinct count	9
Unique (%)	0.1%
Missing (%)	4.5%
Missing (n)	375
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.94877
Minimum	0
Maximum	8
Zeros (%)	48.3%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	2
95-th percentile	2
Maximum	8
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	0.98989
Coef of variation	1.0433
Kurtosis	-0.99864
Mean	0.94877
MAD	0.95956
Skewness	0.25879
Sum	7593
Variance	0.97988
Memory size	65.5 KiB

Value	Count	Frequency (%)
0.0	4047	48.3%
2.0	3597	42.9%
1.0	351	4.2%
7.0	3	0.0%
5.0	2	0.0%
6.0	1	0.0%
8.0	1	0.0%
3.0	1	0.0%
(Missing)	375	4.5%

Minimum 5 values

Value	Count	Frequency (%)
0.0	4047	48.3%
1.0	351	4.2%
2.0	3597	42.9%
3.0	1	0.0%
5.0	2	0.0%

Maximum 5 values

Value	Count	Frequency (%)
3.0	1	0.0%
5.0	2	0.0%
6.0	1	0.0%
7.0	3	0.0%
8.0	1	0.0%

met_o
Numeric

Distinct count	8
Unique (%)	0.1%
Missing (%)	4.6%
Missing (n)	385
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.9602
Minimum	1
Maximum	8
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
Median	2
Q3	2
95-th percentile	2
Maximum	8
Range	7
Interquartile range	0

Descriptive statistics

Standard deviation	0.24592
Coef of variation	0.12546
Kurtosis	134
Mean	1.9602
MAD	0.084092
Skewness	3.519
Sum	15668
Variance	0.060479
Memory size	65.5 KiB

Value	Count	Frequency (%)
2.0	7635	91.1%
1.0	350	4.2%
7.0	3	0.0%
5.0	2	0.0%
8.0	1	0.0%
6.0	1	0.0%
3.0	1	0.0%
(Missing)	385	4.6%

Minimum 5 values

Value	Count	Frequency (%)
1.0	350	4.2%
2.0	7635	91.1%
3.0	1	0.0%
5.0	2	0.0%
6.0	1	0.0%

Maximum 5 values

Value	Count	Frequency (%)
3.0	1	0.0%
5.0	2	0.0%
6.0	1	0.0%
7.0	3	0.0%
8.0	1	0.0%

mn_sat
Categorical

Distinct count	69
Unique (%)	0.8%
Missing (%)	62.6%
Missing (n)	5245

1,400.00	403
1,430.00	262
1,290.00	190
Other values (65)	2278
(Missing)	5245

Toggle details

Value	Count	Frequency (%)
1,400.00	403	4.8%
1,430.00	262	3.1%
1,290.00	190	2.3%
1,450.00	163	1.9%
1,340.00	146	1.7%
1,309.00	138	1.6%
1,260.00	133	1.6%
1,360.00	116	1.4%
1,460.00	100	1.2%
1,330.00	84	1.0%
Other values (58)	1398	16.7%
(Missing)	5245	62.6%

movies
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.9196
Minimum	0
Maximum	10
Zeros (%)	0.2%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	10
Interquartile range	2

Descriptive statistics

Standard deviation	1.7009
Coef of variation	0.21477
Kurtosis	1.5955
Mean	7.9196
MAD	1.2904
Skewness	-1.0816
Sum	65725
Variance	2.8932
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	2021	24.1%
9.0	1931	23.0%
7.0	1528	18.2%
10.0	1493	17.8%
6.0	603	7.2%
5.0	348	4.2%
4.0	181	2.2%
3.0	118	1.4%
2.0	58	0.7%
0.0	18	0.2%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	18	0.2%
2.0	58	0.7%
3.0	118	1.4%
4.0	181	2.2%
5.0	348	4.2%

Maximum 5 values

Value	Count	Frequency (%)
6.0	603	7.2%
7.0	1528	18.2%
8.0	2021	24.1%
9.0	1931	23.0%
10.0	1493	17.8%

museums
Numeric

Distinct count	12
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.9858
Minimum	0
Maximum	10
Zeros (%)	0.2%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	3
Q1	6
Median	7
Q3	9
95-th percentile	10
Maximum	10
Range	10
Interquartile range	3

Descriptive statistics

Standard deviation	2.0522
Coef of variation	0.29377
Kurtosis	-0.07363
Mean	6.9858
MAD	1.6055
Skewness	-0.6096
Sum	57975
Variance	4.2117
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	1801	21.5%
8.0	1596	19.0%
9.0	1249	14.9%
6.0	902	10.8%
10.0	830	9.9%
5.0	829	9.9%
4.0	504	6.0%
3.0	404	4.8%
2.0	108	1.3%
1.0	58	0.7%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	18	0.2%
1.0	58	0.7%
2.0	108	1.3%
3.0	404	4.8%
4.0	504	6.0%

Maximum 5 values

Value	Count	Frequency (%)
6.0	902	10.8%
7.0	1801	21.5%
8.0	1596	19.0%
9.0	1249	14.9%
10.0	830	9.9%

music
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.8511
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	5
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	9
Interquartile range	2

Descriptive statistics

Standard deviation	1.7918
Coef of variation	0.22823
Kurtosis	0.57061
Mean	7.8511
MAD	1.4379
Skewness	-0.8127
Sum	65156
Variance	3.2106
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	1789	21.4%
8.0	1652	19.7%
9.0	1633	19.5%
7.0	1545	18.4%
6.0	744	8.9%
5.0	586	7.0%
4.0	220	2.6%
3.0	47	0.6%
1.0	43	0.5%
2.0	40	0.5%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	43	0.5%
2.0	40	0.5%
3.0	47	0.6%
4.0	220	2.6%
5.0	586	7.0%

Maximum 5 values

Value	Count	Frequency (%)
6.0	744	8.9%
7.0	1545	18.4%
8.0	1652	19.7%
9.0	1633	19.5%
10.0	1789	21.4%

num_in_3
Numeric

Distinct count	5
Unique (%)	0.1%
Missing (%)	92.0%
Missing (n)	7710
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.93413
Minimum	0
Maximum	4
Zeros (%)	1.9%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
Median	1
Q3	1
95-th percentile	2
Maximum	4
Range	4
Interquartile range	0

Descriptive statistics

Standard deviation	0.7539
Coef of variation	0.80706
Kurtosis	5.3696
Mean	0.93413
MAD	0.44469
Skewness	1.6252
Sum	624
Variance	0.56837
Memory size	65.5 KiB

Value	Count	Frequency (%)
1.0	430	5.1%
0.0	159	1.9%
2.0	61	0.7%
4.0	18	0.2%
(Missing)	7710	92.0%

Minimum 5 values

Value	Count	Frequency (%)
0.0	159	1.9%
1.0	430	5.1%
2.0	61	0.7%
4.0	18	0.2%

Maximum 5 values

Value	Count	Frequency (%)
0.0	159	1.9%
1.0	430	5.1%
2.0	61	0.7%
4.0	18	0.2%

numdat_2
Numeric

Distinct count	4
Unique (%)	0.0%
Missing (%)	11.3%
Missing (n)	945
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.3381
Minimum	1
Maximum	3
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
Median	2
Q3	3
95-th percentile	3
Maximum	3
Range	2
Interquartile range	1

Descriptive statistics

Standard deviation	0.63124
Coef of variation	0.26998
Kurtosis	-0.68168
Mean	2.3381
MAD	0.56316
Skewness	-0.41623
Sum	17379
Variance	0.39846
Memory size	65.5 KiB

Value	Count	Frequency (%)
2.0	3622	43.2%
3.0	3162	37.7%
1.0	649	7.7%
(Missing)	945	11.3%

Minimum 5 values

Value	Count	Frequency (%)
1.0	649	7.7%
2.0	3622	43.2%
3.0	3162	37.7%

Maximum 5 values

Value	Count	Frequency (%)
1.0	649	7.7%
2.0	3622	43.2%
3.0	3162	37.7%

numdat_3
Numeric

Distinct count	7
Unique (%)	0.1%
Missing (%)	82.1%
Missing (n)	6882
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.2306
Minimum	0
Maximum	9
Zeros (%)	3.5%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
Median	1
Q3	1
95-th percentile	4
Maximum	9
Range	9
Interquartile range	0

Descriptive statistics

Standard deviation	1.2946
Coef of variation	1.052
Kurtosis	16.471
Mean	1.2306
MAD	0.75582
Skewness	3.3927
Sum	1841
Variance	1.6759
Memory size	65.5 KiB

Value	Count	Frequency (%)
1.0	888	10.6%
0.0	293	3.5%
2.0	181	2.2%
4.0	63	0.8%
3.0	50	0.6%
9.0	21	0.3%
(Missing)	6882	82.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	293	3.5%
1.0	888	10.6%
2.0	181	2.2%
3.0	50	0.6%
4.0	63	0.8%

Maximum 5 values

Value	Count	Frequency (%)
1.0	888	10.6%
2.0	181	2.2%
3.0	50	0.6%
4.0	63	0.8%
9.0	21	0.3%

order
Numeric

Distinct count	22
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	8.9277
Minimum	1
Maximum	22
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
Median	8
Q3	13
95-th percentile	19
Maximum	22
Range	21
Interquartile range	9

Descriptive statistics

Standard deviation	5.477
Coef of variation	0.61349
Kurtosis	-0.85988
Mean	8.9277
MAD	4.6256
Skewness	0.38531
Sum	74796
Variance	29.998
Memory size	65.5 KiB

Value	Count	Frequency (%)
1	551	6.6%
5	551	6.6%
2	551	6.6%
4	551	6.6%
3	551	6.6%
6	541	6.5%
7	514	6.1%
8	508	6.1%
9	502	6.0%
10	474	5.7%
Other values (12)	3084	36.8%

Minimum 5 values

Value	Count	Frequency (%)
1	551	6.6%
2	551	6.6%
3	551	6.6%
4	551	6.6%
5	551	6.6%

Maximum 5 values

Value	Count	Frequency (%)
18	253	3.0%
19	178	2.1%
20	144	1.7%
21	86	1.0%
22	44	0.5%

partner
Numeric

Distinct count	22
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	8.9636
Minimum	1
Maximum	22
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
Median	8
Q3	13
95-th percentile	19
Maximum	22
Range	21
Interquartile range	9

Descriptive statistics

Standard deviation	5.4911
Coef of variation	0.6126
Kurtosis	-0.86971
Mean	8.9636
MAD	4.6425
Skewness	0.37752
Sum	75097
Variance	30.152
Memory size	65.5 KiB

Value	Count	Frequency (%)
1	551	6.6%
6	551	6.6%
2	551	6.6%
5	546	6.5%
4	546	6.5%
3	540	6.4%
7	514	6.1%
8	504	6.0%
10	479	5.7%
9	478	5.7%
Other values (12)	3118	37.2%

Minimum 5 values

Value	Count	Frequency (%)
1	551	6.6%
2	551	6.6%
3	540	6.4%
4	546	6.5%
5	546	6.5%

Maximum 5 values

Value	Count	Frequency (%)
18	237	2.8%
19	178	2.1%
20	160	1.9%
21	86	1.0%
22	44	0.5%

pf_o_amb
Numeric

Distinct count	83
Unique (%)	1.0%
Missing (%)	1.3%
Missing (n)	107
Infinite (%)	0.0%
Infinite (n)	0

Mean	10.685
Minimum	0
Maximum	53
Zeros (%)	9.8%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
Median	10
Q3	15
95-th percentile	20
Maximum	53
Range	53
Interquartile range	10

Descriptive statistics

Standard deviation	6.1265
Coef of variation	0.57336
Kurtosis	1.855
Mean	10.685
MAD	4.8915
Skewness	0.25226
Sum	88379
Variance	37.535
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	2006	23.9%
15.0	1182	14.1%
5.0	1155	13.8%
0.0	825	9.8%
20.0	515	6.1%
16.0	169	2.0%
18.0	147	1.8%
14.0	136	1.6%
8.0	117	1.4%
12.0	92	1.1%
Other values (72)	1927	23.0%
(Missing)	107	1.3%

Minimum 5 values

Value	Count	Frequency (%)
0.0	825	9.8%
1.0	46	0.5%
2.0	63	0.8%
2.33	20	0.2%
2.38	20	0.2%

Maximum 5 values

Value	Count	Frequency (%)
20.41	10	0.1%
20.59	20	0.2%
25.0	37	0.4%
30.0	18	0.2%
53.0	10	0.1%

pf_o_att
Numeric

Distinct count	95
Unique (%)	1.1%
Missing (%)	1.1%
Missing (n)	89
Infinite (%)	0.0%
Infinite (n)	0

Mean	22.495
Minimum	0
Maximum	100
Zeros (%)	0.3%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	10
Q1	15
Median	20
Q3	25
95-th percentile	50
Maximum	100
Range	100
Interquartile range	10

Descriptive statistics

Standard deviation	12.57
Coef of variation	0.55877
Kurtosis	7.0077
Mean	22.495
MAD	8.7243
Skewness	2.176
Sum	186460
Variance	158
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	1670	19.9%
15.0	868	10.4%
25.0	818	9.8%
10.0	807	9.6%
30.0	679	8.1%
40.0	356	4.2%
50.0	300	3.6%
35.0	212	2.5%
16.0	158	1.9%
15.38	136	1.6%
Other values (84)	2285	27.3%

Minimum 5 values

Value	Count	Frequency (%)
0.0	21	0.3%
2.0	9	0.1%
5.0	60	0.7%
6.67	19	0.2%
7.0	21	0.3%

Maximum 5 values

Value	Count	Frequency (%)
75.0	38	0.5%
80.0	9	0.1%
90.0	9	0.1%
95.0	18	0.2%
100.0	10	0.1%

pf_o_fun
Numeric

Distinct count	72
Unique (%)	0.9%
Missing (%)	1.2%
Missing (n)	98
Infinite (%)	0.0%
Infinite (n)	0

Mean	17.46
Minimum	0
Maximum	50
Zeros (%)	0.4%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	10
Q1	15
Median	18
Q3	20
95-th percentile	27
Maximum	50
Range	50
Interquartile range	5

Descriptive statistics

Standard deviation	6.0855
Coef of variation	0.34855
Kurtosis	2.8843
Mean	17.46
MAD	4.5175
Skewness	0.56749
Sum	144570
Variance	37.034
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	2233	26.7%
15.0	1211	14.5%
10.0	1177	14.0%
25.0	568	6.8%
30.0	296	3.5%
5.0	245	2.9%
18.0	214	2.6%
16.0	196	2.3%
17.0	133	1.6%
19.23	130	1.6%
Other values (61)	1877	22.4%

Minimum 5 values

Value	Count	Frequency (%)
0.0	32	0.4%
1.0	18	0.2%
2.0	9	0.1%
3.0	18	0.2%
5.0	245	2.9%

Maximum 5 values

Value	Count	Frequency (%)
30.0	296	3.5%
35.0	29	0.3%
40.0	40	0.5%
45.0	10	0.1%
50.0	20	0.2%

pf_o_int
Numeric

Distinct count	66
Unique (%)	0.8%
Missing (%)	1.1%
Missing (n)	89
Infinite (%)	0.0%
Infinite (n)	0

Mean	20.271
Minimum	0
Maximum	50
Zeros (%)	1.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	10
Q1	17.39
Median	20
Q3	23.81
95-th percentile	30
Maximum	50
Range	50
Interquartile range	6.42

Descriptive statistics

Standard deviation	6.7829
Coef of variation	0.33461
Kurtosis	3.1498
Mean	20.271
MAD	4.4266
Skewness	0.57888
Sum	168020
Variance	46.008
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	2711	32.4%
25.0	988	11.8%
30.0	649	7.7%
15.0	633	7.6%
10.0	606	7.2%
18.0	298	3.6%
19.0	135	1.6%
35.0	135	1.6%
16.0	130	1.6%
19.23	90	1.1%
Other values (55)	1914	22.8%

Minimum 5 values

Value	Count	Frequency (%)
0.0	83	1.0%
1.0	28	0.3%
2.0	9	0.1%
5.0	89	1.1%
8.0	22	0.3%

Maximum 5 values

Value	Count	Frequency (%)
35.0	135	1.6%
40.0	69	0.8%
42.86	14	0.2%
45.0	31	0.4%
50.0	48	0.6%

pf_o_sha
Numeric

Distinct count	86
Unique (%)	1.0%
Missing (%)	1.5%
Missing (n)	129
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.846
Minimum	0
Maximum	30
Zeros (%)	8.5%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9.52
Median	10.64
Q3	16
95-th percentile	20
Maximum	30
Range	30
Interquartile range	6.48

Descriptive statistics

Standard deviation	6.3627
Coef of variation	0.53713
Kurtosis	-0.29075
Mean	11.846
MAD	5.185
Skewness	-0.041784
Sum	97717
Variance	40.485
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	2001	23.9%
15.0	1064	12.7%
20.0	975	11.6%
5.0	950	11.3%
0.0	713	8.5%
16.0	152	1.8%
18.0	147	1.8%
12.0	113	1.3%
14.0	110	1.3%
8.0	91	1.1%
Other values (75)	1933	23.1%
(Missing)	129	1.5%

Minimum 5 values

Value	Count	Frequency (%)
0.0	713	8.5%
1.0	55	0.7%
2.0	19	0.2%
2.27	10	0.1%
2.38	20	0.2%

Maximum 5 values

Value	Count	Frequency (%)
22.0	59	0.7%
22.22	10	0.1%
23.81	20	0.2%
25.0	87	1.0%
30.0	86	1.0%

pf_o_sin
Numeric

Distinct count	79
Unique (%)	0.9%
Missing (%)	1.1%
Missing (n)	89
Infinite (%)	0.0%
Infinite (n)	0

Mean	17.397
Minimum	0
Maximum	60
Zeros (%)	2.5%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	15
Median	18.37
Q3	20
95-th percentile	30
Maximum	60
Range	60
Interquartile range	5

Descriptive statistics

Standard deviation	7.044
Coef of variation	0.4049
Kurtosis	2.5114
Mean	17.397
MAD	5.1445
Skewness	0.28916
Sum	144200
Variance	49.618
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	2268	27.1%
10.0	1034	12.3%
15.0	973	11.6%
25.0	644	7.7%
30.0	341	4.1%
5.0	303	3.6%
18.0	280	3.3%
0.0	208	2.5%
16.0	155	1.9%
16.67	101	1.2%
Other values (68)	1982	23.7%
(Missing)	89	1.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	208	2.5%
1.0	18	0.2%
2.0	19	0.2%
3.0	40	0.5%
5.0	303	3.6%

Maximum 5 values

Value	Count	Frequency (%)
32.0	18	0.2%
35.0	59	0.7%
40.0	75	0.9%
47.0	14	0.2%
60.0	9	0.1%

pid
Highly correlated

This variable is highly correlated with wave and should be ignored for analysis

Correlation	0.99671

positin1
Numeric

Distinct count	23
Unique (%)	0.3%
Missing (%)	22.0%
Missing (n)	1846
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.2958
Minimum	1
Maximum	22
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
Median	9
Q3	14
95-th percentile	19
Maximum	22
Range	21
Interquartile range	10

Descriptive statistics

Standard deviation	5.6502
Coef of variation	0.60782
Kurtosis	-0.95141
Mean	9.2958
MAD	4.8173
Skewness	0.3267
Sum	60720
Variance	31.925
Memory size	65.5 KiB

Value	Count	Frequency (%)
2.0	418	5.0%
3.0	418	5.0%
4.0	418	5.0%
6.0	408	4.9%
1.0	404	4.8%
5.0	396	4.7%
7.0	381	4.5%
9.0	369	4.4%
8.0	353	4.2%
10.0	337	4.0%
Other values (12)	2630	31.4%
(Missing)	1846	22.0%

Minimum 5 values

Value	Count	Frequency (%)
1.0	404	4.8%
2.0	418	5.0%
3.0	418	5.0%
4.0	418	5.0%
5.0	396	4.7%

Maximum 5 values

Value	Count	Frequency (%)
18.0	199	2.4%
19.0	180	2.1%
20.0	162	1.9%
21.0	86	1.0%
22.0	44	0.5%

position
Numeric

Distinct count	22
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	9.0427
Minimum	1
Maximum	22
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
Median	8
Q3	13
95-th percentile	19
Maximum	22
Range	21
Interquartile range	9

Descriptive statistics

Standard deviation	5.5149
Coef of variation	0.60988
Kurtosis	-0.88944
Mean	9.0427
MAD	4.6615
Skewness	0.36558
Sum	75760
Variance	30.415
Memory size	65.5 KiB

Value	Count	Frequency (%)
2	554	6.6%
3	554	6.6%
6	544	6.5%
4	544	6.5%
1	526	6.3%
8	518	6.2%
5	510	6.1%
9	502	6.0%
7	502	6.0%
10	456	5.4%
Other values (12)	3168	37.8%

Minimum 5 values

Value	Count	Frequency (%)
1	526	6.3%
2	554	6.6%
3	554	6.6%
4	544	6.5%
5	510	6.1%

Maximum 5 values

Value	Count	Frequency (%)
18	268	3.2%
19	194	2.3%
20	162	1.9%
21	86	1.0%
22	44	0.5%

prob
Numeric

Distinct count	20
Unique (%)	0.2%
Missing (%)	3.7%
Missing (n)	309
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.2075
Minimum	0
Maximum	10
Zeros (%)	0.6%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
Median	5
Q3	7
95-th percentile	9
Maximum	10
Range	10
Interquartile range	3

Descriptive statistics

Standard deviation	2.1296
Coef of variation	0.40894
Kurtosis	-0.32365
Mean	5.2075
MAD	1.6853
Skewness	-0.12117
Sum	42020
Variance	4.535
Memory size	65.5 KiB

Value	Count	Frequency (%)
5.0	1799	21.5%
6.0	1395	16.7%
7.0	1130	13.5%
4.0	932	11.1%
3.0	708	8.5%
8.0	652	7.8%
2.0	539	6.4%
1.0	415	5.0%
9.0	241	2.9%
10.0	188	2.2%
Other values (9)	70	0.8%
(Missing)	309	3.7%

Minimum 5 values

Value	Count	Frequency (%)
0.0	49	0.6%
1.0	415	5.0%
1.5	1	0.0%
2.0	539	6.4%
3.0	708	8.5%

Maximum 5 values

Value	Count	Frequency (%)
8.0	652	7.8%
8.5	4	0.0%
9.0	241	2.9%
9.5	1	0.0%
10.0	188	2.2%

prob_o
Numeric

Distinct count	20
Unique (%)	0.2%
Missing (%)	3.8%
Missing (n)	318
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.2083
Minimum	0
Maximum	10
Zeros (%)	0.6%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
Median	5
Q3	7
95-th percentile	9
Maximum	10
Range	10
Interquartile range	3

Descriptive statistics

Standard deviation	2.1294
Coef of variation	0.40884
Kurtosis	-0.32343
Mean	5.2083
MAD	1.6852
Skewness	-0.12063
Sum	41978
Variance	4.5341
Memory size	65.5 KiB

Value	Count	Frequency (%)
5.0	1797	21.4%
6.0	1395	16.7%
7.0	1127	13.5%
4.0	930	11.1%
3.0	708	8.5%
8.0	652	7.8%
2.0	539	6.4%
1.0	413	4.9%
9.0	241	2.9%
10.0	188	2.2%
Other values (9)	70	0.8%
(Missing)	318	3.8%

Minimum 5 values

Value	Count	Frequency (%)
0.0	49	0.6%
1.0	413	4.9%
1.5	1	0.0%
2.0	539	6.4%
3.0	708	8.5%

Maximum 5 values

Value	Count	Frequency (%)
8.0	652	7.8%
8.5	4	0.0%
9.0	241	2.9%
9.5	1	0.0%
10.0	188	2.2%

race
Numeric

Distinct count	6
Unique (%)	0.1%
Missing (%)	0.8%
Missing (n)	63
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.7572
Minimum	1
Maximum	6
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
Median	2
Q3	4
95-th percentile	6
Maximum	6
Range	5
Interquartile range	2

Descriptive statistics

Standard deviation	1.2309
Coef of variation	0.44644
Kurtosis	0.56506
Mean	2.7572
MAD	1.0384
Skewness	1.115
Sum	22926
Variance	1.5151
Memory size	65.5 KiB

Value	Count	Frequency (%)
2.0	4727	56.4%
4.0	1982	23.7%
3.0	664	7.9%
6.0	522	6.2%
1.0	420	5.0%
(Missing)	63	0.8%

Minimum 5 values

Value	Count	Frequency (%)
1.0	420	5.0%
2.0	4727	56.4%
3.0	664	7.9%
4.0	1982	23.7%
6.0	522	6.2%

Maximum 5 values

Value	Count	Frequency (%)
1.0	420	5.0%
2.0	4727	56.4%
3.0	664	7.9%
4.0	1982	23.7%
6.0	522	6.2%

race_o
Numeric

Distinct count	6
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	73
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.7567
Minimum	1
Maximum	6
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
Median	2
Q3	4
95-th percentile	6
Maximum	6
Range	5
Interquartile range	2

Descriptive statistics

Standard deviation	1.2307
Coef of variation	0.44644
Kurtosis	0.5674
Mean	2.7567
MAD	1.0381
Skewness	1.1157
Sum	22894
Variance	1.5146
Memory size	65.5 KiB

Value	Count	Frequency (%)
2.0	4722	56.4%
4.0	1978	23.6%
3.0	664	7.9%
6.0	521	6.2%
1.0	420	5.0%
(Missing)	73	0.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	420	5.0%
2.0	4722	56.4%
3.0	664	7.9%
4.0	1978	23.6%
6.0	521	6.2%

Maximum 5 values

Value	Count	Frequency (%)
1.0	420	5.0%
2.0	4722	56.4%
3.0	664	7.9%
4.0	1978	23.6%
6.0	521	6.2%

reading
Numeric

Distinct count	12
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.6785
Minimum	1
Maximum	13
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	3
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	13
Range	12
Interquartile range	2

Descriptive statistics

Standard deviation	2.0066
Coef of variation	0.26132
Kurtosis	0.48532
Mean	7.6785
MAD	1.5986
Skewness	-0.80759
Sum	63724
Variance	4.0263
Memory size	65.5 KiB

Value	Count	Frequency (%)
9.0	2000	23.9%
8.0	1618	19.3%
10.0	1378	16.4%
7.0	1273	15.2%
6.0	768	9.2%
5.0	572	6.8%
3.0	246	2.9%
4.0	222	2.6%
2.0	161	1.9%
13.0	51	0.6%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	10	0.1%
2.0	161	1.9%
3.0	246	2.9%
4.0	222	2.6%
5.0	572	6.8%

Maximum 5 values

Value	Count	Frequency (%)
7.0	1273	15.2%
8.0	1618	19.3%
9.0	2000	23.9%
10.0	1378	16.4%
13.0	51	0.6%

round
Numeric

Distinct count	15
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	16.872
Minimum	5
Maximum	22
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	5
5-th percentile	9
Q1	14
Median	18
Q3	20
95-th percentile	22
Maximum	22
Range	17
Interquartile range	6

Descriptive statistics

Standard deviation	4.3585
Coef of variation	0.25832
Kurtosis	-0.30507
Mean	16.872
MAD	3.612
Skewness	-0.84008
Sum	141354
Variance	18.996
Memory size	65.5 KiB

Value	Count	Frequency (%)
18	1350	16.1%
20	1160	13.8%
22	968	11.6%
21	882	10.5%
10	880	10.5%
16	816	9.7%
19	646	7.7%
14	532	6.3%
15	450	5.4%
9	252	3.0%
Other values (5)	442	5.3%

Minimum 5 values

Value	Count	Frequency (%)
5	50	0.6%
6	162	1.9%
7	42	0.5%
8	48	0.6%
9	252	3.0%

Maximum 5 values

Value	Count	Frequency (%)
18	1350	16.1%
19	646	7.7%
20	1160	13.8%
21	882	10.5%
22	968	11.6%

samerace
Boolean

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.3958

0	5062
1	3316

Toggle details

Value	Count	Frequency (%)
0	5062	60.4%
1	3316	39.6%

satis_2
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	10.9%
Missing (n)	915
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.7115
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	2
Q1	5
Median	6
Q3	7
95-th percentile	8
Maximum	10
Range	9
Interquartile range	2

Descriptive statistics

Standard deviation	1.8208
Coef of variation	0.31879
Kurtosis	-0.24264
Mean	5.7115
MAD	1.4535
Skewness	-0.35612
Sum	42625
Variance	3.3152
Memory size	65.5 KiB

Value	Count	Frequency (%)
6.0	1886	22.5%
7.0	1383	16.5%
5.0	1272	15.2%
8.0	894	10.7%
4.0	722	8.6%
3.0	520	6.2%
2.0	412	4.9%
9.0	239	2.9%
1.0	73	0.9%
10.0	62	0.7%
(Missing)	915	10.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	73	0.9%
2.0	412	4.9%
3.0	520	6.2%
4.0	722	8.6%
5.0	1272	15.2%

Maximum 5 values

Value	Count	Frequency (%)
6.0	1886	22.5%
7.0	1383	16.5%
8.0	894	10.7%
9.0	239	2.9%
10.0	62	0.7%

shar
Numeric

Distinct count	16
Unique (%)	0.2%
Missing (%)	12.7%
Missing (n)	1067
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.4746
Minimum	0
Maximum	10
Zeros (%)	0.7%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
Median	6
Q3	7
95-th percentile	9
Maximum	10
Range	10
Interquartile range	3

Descriptive statistics

Standard deviation	2.1564
Coef of variation	0.39389
Kurtosis	-0.37447
Mean	5.4746
MAD	1.746
Skewness	-0.19233
Sum	40024
Variance	4.6499
Memory size	65.5 KiB

Value	Count	Frequency (%)
5.0	1465	17.5%
6.0	1248	14.9%
7.0	1150	13.7%
4.0	783	9.3%
8.0	771	9.2%
3.0	588	7.0%
2.0	485	5.8%
9.0	317	3.8%
1.0	239	2.9%
10.0	197	2.4%
Other values (5)	68	0.8%
(Missing)	1067	12.7%

Minimum 5 values

Value	Count	Frequency (%)
0.0	59	0.7%
1.0	239	2.9%
2.0	485	5.8%
3.0	588	7.0%
4.0	783	9.3%

Maximum 5 values

Value	Count	Frequency (%)
7.5	4	0.0%
8.0	771	9.2%
8.5	2	0.0%
9.0	317	3.8%
10.0	197	2.4%

shar1_1
Numeric

Distinct count	86
Unique (%)	1.0%
Missing (%)	1.4%
Missing (n)	121
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.845
Minimum	0
Maximum	30
Zeros (%)	8.5%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9.52
Median	10.64
Q3	16
95-th percentile	20
Maximum	30
Range	30
Interquartile range	6.48

Descriptive statistics

Standard deviation	6.3622
Coef of variation	0.53711
Kurtosis	-0.29146
Mean	11.845
MAD	5.185
Skewness	-0.041448
Sum	97805
Variance	40.477
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	2003	23.9%
15.0	1065	12.7%
20.0	976	11.6%
5.0	953	11.4%
0.0	713	8.5%
16.0	152	1.8%
18.0	148	1.8%
12.0	113	1.3%
14.0	110	1.3%
8.0	91	1.1%
Other values (75)	1933	23.1%
(Missing)	121	1.4%

Minimum 5 values

Value	Count	Frequency (%)
0.0	713	8.5%
1.0	55	0.7%
2.0	19	0.2%
2.27	10	0.1%
2.38	20	0.2%

Maximum 5 values

Value	Count	Frequency (%)
22.0	59	0.7%
22.22	10	0.1%
23.81	20	0.2%
25.0	87	1.0%
30.0	86	1.0%

shar1_2
Numeric

Distinct count	83
Unique (%)	1.0%
Missing (%)	10.9%
Missing (n)	915
Infinite (%)	0.0%
Infinite (n)	0

Mean	12.76
Minimum	0
Maximum	35
Zeros (%)	6.3%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
Median	13
Q3	16.67
95-th percentile	25
Maximum	35
Range	35
Interquartile range	6.67

Descriptive statistics

Standard deviation	6.6515
Coef of variation	0.52127
Kurtosis	0.17384
Mean	12.76
MAD	5.3199
Skewness	0.17474
Sum	95230
Variance	44.243
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	1902	22.7%
15.0	1025	12.2%
20.0	930	11.1%
5.0	742	8.9%
0.0	528	6.3%
25.0	247	2.9%
30.0	148	1.8%
14.58	116	1.4%
16.0	100	1.2%
14.29	92	1.1%
Other values (72)	1633	19.5%
(Missing)	915	10.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	528	6.3%
1.0	30	0.4%
2.0	9	0.1%
3.45	10	0.1%
4.0	30	0.4%

Maximum 5 values

Value	Count	Frequency (%)
22.5	20	0.2%
25.0	247	2.9%
29.0	15	0.2%
30.0	148	1.8%
35.0	22	0.3%

shar1_3
Numeric

Distinct count	54
Unique (%)	0.6%
Missing (%)	52.6%
Missing (n)	4404
Infinite (%)	0.0%
Infinite (n)	0

Mean	12.699
Minimum	0
Maximum	55
Zeros (%)	3.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
Median	14.29
Q3	16.67
95-th percentile	20
Maximum	55
Range	55
Interquartile range	6.67

Descriptive statistics

Standard deviation	6.557
Coef of variation	0.51634
Kurtosis	5.0525
Mean	12.699
MAD	5.1665
Skewness	0.68595
Sum	50466
Variance	42.995
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	799	9.5%
20.0	584	7.0%
15.0	566	6.8%
5.0	508	6.1%
0.0	261	3.1%
16.67	148	1.8%
25.0	69	0.8%
18.0	62	0.7%
17.39	58	0.7%
14.29	57	0.7%
Other values (43)	862	10.3%
(Missing)	4404	52.6%

Minimum 5 values

Value	Count	Frequency (%)
0.0	261	3.1%
4.0	28	0.3%
4.65	10	0.1%
5.0	508	6.1%
6.12	20	0.2%

Maximum 5 values

Value	Count	Frequency (%)
20.0	584	7.0%
23.0	18	0.2%
25.0	69	0.8%
30.0	19	0.2%
55.0	14	0.2%

shar1_s
Numeric

Distinct count	77
Unique (%)	0.9%
Missing (%)	51.1%
Missing (n)	4282
Infinite (%)	0.0%
Infinite (n)	0

Mean	12.458
Minimum	0
Maximum	30
Zeros (%)	1.5%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	2
Q1	9
Median	12.5
Q3	16.28
95-th percentile	20
Maximum	30
Range	30
Interquartile range	7.28

Descriptive statistics

Standard deviation	5.9218
Coef of variation	0.47534
Kurtosis	-0.0036463
Mean	12.458
MAD	4.852
Skewness	0.11496
Sum	51028
Variance	35.068
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	655	7.8%
15.0	388	4.6%
20.0	336	4.0%
5.0	312	3.7%
0.0	129	1.5%
8.0	111	1.3%
16.67	106	1.3%
9.0	98	1.2%
7.0	97	1.2%
6.0	95	1.1%
Other values (66)	1769	21.1%
(Missing)	4282	51.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	129	1.5%
1.0	51	0.6%
2.0	33	0.4%
3.0	21	0.3%
4.0	34	0.4%

Maximum 5 values

Value	Count	Frequency (%)
20.93	20	0.2%
21.0	21	0.3%
24.14	20	0.2%
25.0	91	1.1%
30.0	48	0.6%

shar2_1
Numeric

Distinct count	74
Unique (%)	0.9%
Missing (%)	1.1%
Missing (n)	89
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.855
Minimum	0
Maximum	30
Zeros (%)	6.6%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
Median	10
Q3	15.63
95-th percentile	20
Maximum	30
Range	30
Interquartile range	5.63

Descriptive statistics

Standard deviation	6.1673
Coef of variation	0.52024
Kurtosis	-0.10689
Mean	11.855
MAD	4.9833
Skewness	0.095298
Sum	98265
Variance	38.036
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	2475	29.5%
5.0	1037	12.4%
15.0	942	11.2%
20.0	899	10.7%
0.0	553	6.6%
25.0	179	2.1%
18.0	126	1.5%
16.67	118	1.4%
16.0	92	1.1%
14.29	91	1.1%
Other values (63)	1777	21.2%
(Missing)	89	1.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	553	6.6%
1.0	73	0.9%
2.0	22	0.3%
2.63	10	0.1%
3.0	24	0.3%

Maximum 5 values

Value	Count	Frequency (%)
20.0	899	10.7%
22.22	20	0.2%
23.0	14	0.2%
25.0	179	2.1%
30.0	83	1.0%

shar2_2
Numeric

Distinct count	65
Unique (%)	0.8%
Missing (%)	31.1%
Missing (n)	2603
Infinite (%)	0.0%
Infinite (n)	0

Mean	12.888
Minimum	0
Maximum	30
Zeros (%)	3.6%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
Median	13.95
Q3	16.515
95-th percentile	20
Maximum	30
Range	30
Interquartile range	6.515

Descriptive statistics

Standard deviation	5.6157
Coef of variation	0.43573
Kurtosis	0.027406
Mean	12.888
MAD	4.5712
Skewness	-0.36438
Sum	74428
Variance	31.536
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	1517	18.1%
15.0	815	9.7%
20.0	746	8.9%
5.0	456	5.4%
0.0	303	3.6%
16.67	163	1.9%
16.0	100	1.2%
25.0	96	1.1%
13.95	88	1.1%
15.38	84	1.0%
Other values (54)	1407	16.8%
(Missing)	2603	31.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	303	3.6%
1.0	18	0.2%
2.0	23	0.3%
3.0	20	0.2%
4.0	20	0.2%

Maximum 5 values

Value	Count	Frequency (%)
19.15	30	0.4%
20.0	746	8.9%
23.0	21	0.3%
25.0	96	1.1%
30.0	18	0.2%

shar2_3
Numeric

Distinct count	13
Unique (%)	0.2%
Missing (%)	75.9%
Missing (n)	6362
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.966
Minimum	0
Maximum	45
Zeros (%)	1.8%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
Median	10
Q3	15
95-th percentile	20
Maximum	45
Range	45
Interquartile range	10

Descriptive statistics

Standard deviation	7.0121
Coef of variation	0.58599
Kurtosis	2.2811
Mean	11.966
MAD	5.5688
Skewness	0.77447
Sum	24124
Variance	49.169
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	669	8.0%
15.0	367	4.4%
5.0	341	4.1%
20.0	324	3.9%
0.0	154	1.8%
25.0	56	0.7%
18.0	35	0.4%
30.0	18	0.2%
19.0	14	0.2%
45.0	14	0.2%
Other values (2)	24	0.3%
(Missing)	6362	75.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	154	1.8%
4.0	10	0.1%
5.0	341	4.1%
10.0	669	8.0%
15.0	367	4.4%

Maximum 5 values

Value	Count	Frequency (%)
19.0	14	0.2%
20.0	324	3.9%
25.0	56	0.7%
30.0	18	0.2%
45.0	14	0.2%

shar4_1
Numeric

Distinct count	26
Unique (%)	0.3%
Missing (%)	22.8%
Missing (n)	1911
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.015
Minimum	0
Maximum	40
Zeros (%)	3.2%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	2
Q1	7
Median	10
Q3	15
95-th percentile	20
Maximum	40
Range	40
Interquartile range	8

Descriptive statistics

Standard deviation	6.0602
Coef of variation	0.55018
Kurtosis	1.1887
Mean	11.015
MAD	4.7298
Skewness	0.77044
Sum	71233
Variance	36.725
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	1825	21.8%
15.0	853	10.2%
20.0	796	9.5%
5.0	765	9.1%
8.0	353	4.2%
7.0	338	4.0%
9.0	286	3.4%
0.0	271	3.2%
6.0	199	2.4%
4.0	116	1.4%
Other values (15)	665	7.9%
(Missing)	1911	22.8%

Minimum 5 values

Value	Count	Frequency (%)
0.0	271	3.2%
1.0	48	0.6%
2.0	36	0.4%
3.0	30	0.4%
4.0	116	1.4%

Maximum 5 values

Value	Count	Frequency (%)
20.0	796	9.5%
24.0	21	0.3%
25.0	112	1.3%
30.0	53	0.6%
40.0	18	0.2%

shar4_2
Numeric

Distinct count	23
Unique (%)	0.3%
Missing (%)	31.1%
Missing (n)	2603
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.321
Minimum	0
Maximum	40
Zeros (%)	3.4%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
Median	10
Q3	15
95-th percentile	20
Maximum	40
Range	40
Interquartile range	8

Descriptive statistics

Standard deviation	6.2962
Coef of variation	0.55615
Kurtosis	1.3541
Mean	11.321
MAD	5.0442
Skewness	0.74391
Sum	65378
Variance	39.642
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	1462	17.5%
20.0	839	10.0%
15.0	822	9.8%
5.0	515	6.1%
7.0	499	6.0%
8.0	293	3.5%
0.0	288	3.4%
6.0	238	2.8%
9.0	230	2.7%
17.0	89	1.1%
Other values (12)	500	6.0%
(Missing)	2603	31.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	288	3.4%
1.0	48	0.6%
2.0	43	0.5%
4.0	40	0.5%
5.0	515	6.1%

Maximum 5 values

Value	Count	Frequency (%)
21.0	15	0.2%
25.0	57	0.7%
30.0	46	0.5%
35.0	15	0.2%
40.0	22	0.3%

shar4_3
Numeric

Distinct count	17
Unique (%)	0.2%
Missing (%)	64.7%
Missing (n)	5419
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.254
Minimum	0
Maximum	45
Zeros (%)	1.6%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
Median	10
Q3	15
95-th percentile	20
Maximum	45
Range	45
Interquartile range	8

Descriptive statistics

Standard deviation	6.5162
Coef of variation	0.57902
Kurtosis	2.6251
Mean	11.254
MAD	5.1734
Skewness	1.0812
Sum	33300
Variance	42.461
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	651	7.8%
15.0	442	5.3%
20.0	386	4.6%
5.0	304	3.6%
8.0	255	3.0%
6.0	243	2.9%
7.0	191	2.3%
0.0	131	1.6%
9.0	118	1.4%
25.0	93	1.1%
Other values (6)	145	1.7%
(Missing)	5419	64.7%

Minimum 5 values

Value	Count	Frequency (%)
0.0	131	1.6%
1.0	20	0.2%
4.0	10	0.1%
5.0	304	3.6%
6.0	243	2.9%

Maximum 5 values

Value	Count	Frequency (%)
17.0	56	0.7%
20.0	386	4.6%
25.0	93	1.1%
30.0	24	0.3%
45.0	14	0.2%

shar7_2
Numeric

Distinct count	15
Unique (%)	0.2%
Missing (%)	76.4%
Missing (n)	6404
Infinite (%)	0.0%
Infinite (n)	0

Mean	12.156
Minimum	0
Maximum	40
Zeros (%)	2.5%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
Median	10
Q3	20
95-th percentile	30
Maximum	40
Range	40
Interquartile range	15

Descriptive statistics

Standard deviation	8.2419
Coef of variation	0.67801
Kurtosis	0.021082
Mean	12.156
MAD	6.816
Skewness	0.56284
Sum	23996
Variance	67.929
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	437	5.2%
5.0	430	5.1%
20.0	314	3.7%
15.0	280	3.3%
0.0	213	2.5%
30.0	88	1.1%
25.0	87	1.0%
18.0	38	0.5%
13.0	18	0.2%
11.0	15	0.2%
Other values (4)	54	0.6%
(Missing)	6404	76.4%

Minimum 5 values

Value	Count	Frequency (%)
0.0	213	2.5%
2.0	10	0.1%
5.0	430	5.1%
10.0	437	5.2%
11.0	15	0.2%

Maximum 5 values

Value	Count	Frequency (%)
18.0	38	0.5%
20.0	314	3.7%
25.0	87	1.0%
30.0	88	1.1%
40.0	15	0.2%

shar7_3
Numeric

Distinct count	16
Unique (%)	0.2%
Missing (%)	75.9%
Missing (n)	6362
Infinite (%)	0.0%
Infinite (n)	0

Mean	12.208
Minimum	0
Maximum	55
Zeros (%)	3.8%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
Median	10
Q3	20
95-th percentile	25
Maximum	55
Range	55
Interquartile range	15

Descriptive statistics

Standard deviation	8.616
Coef of variation	0.70577
Kurtosis	2.6732
Mean	12.208
MAD	6.975
Skewness	0.81744
Sum	24611
Variance	74.235
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	445	5.3%
20.0	423	5.0%
0.0	316	3.8%
5.0	284	3.4%
15.0	252	3.0%
25.0	104	1.2%
14.0	35	0.4%
18.0	30	0.4%
30.0	28	0.3%
17.0	21	0.3%
Other values (5)	78	0.9%
(Missing)	6362	75.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	316	3.8%
4.0	10	0.1%
5.0	284	3.4%
9.0	18	0.2%
10.0	445	5.3%

Maximum 5 values

Value	Count	Frequency (%)
20.0	423	5.0%
25.0	104	1.2%
27.0	18	0.2%
30.0	28	0.3%
55.0	14	0.2%

shar_o
Numeric

Distinct count	16
Unique (%)	0.2%
Missing (%)	12.8%
Missing (n)	1076
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.4749
Minimum	0
Maximum	10
Zeros (%)	0.7%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
Median	6
Q3	7
95-th percentile	9
Maximum	10
Range	10
Interquartile range	3

Descriptive statistics

Standard deviation	2.1562
Coef of variation	0.39383
Kurtosis	-0.37416
Mean	5.4749
MAD	1.7459
Skewness	-0.19174
Sum	39978
Variance	4.649
Memory size	65.5 KiB

Value	Count	Frequency (%)
5.0	1462	17.5%
6.0	1247	14.9%
7.0	1149	13.7%
4.0	783	9.3%
8.0	769	9.2%
3.0	588	7.0%
2.0	484	5.8%
9.0	317	3.8%
1.0	238	2.8%
10.0	197	2.4%
Other values (5)	68	0.8%
(Missing)	1076	12.8%

Minimum 5 values

Value	Count	Frequency (%)
0.0	59	0.7%
1.0	238	2.8%
2.0	484	5.8%
3.0	588	7.0%
4.0	783	9.3%

Maximum 5 values

Value	Count	Frequency (%)
7.5	4	0.0%
8.0	769	9.2%
8.5	2	0.0%
9.0	317	3.8%
10.0	197	2.4%

shopping
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.6313
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
Median	6
Q3	8
95-th percentile	10
Maximum	10
Range	9
Interquartile range	4

Descriptive statistics

Standard deviation	2.6089
Coef of variation	0.46329
Kurtosis	-1.0092
Mean	5.6313
MAD	2.2093
Skewness	-0.10602
Sum	46734
Variance	6.8064
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	1198	14.3%
5.0	1135	13.5%
6.0	1004	12.0%
2.0	936	11.2%
8.0	831	9.9%
9.0	796	9.5%
4.0	734	8.8%
3.0	599	7.1%
10.0	574	6.9%
1.0	492	5.9%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	492	5.9%
2.0	936	11.2%
3.0	599	7.1%
4.0	734	8.8%
5.0	1135	13.5%

Maximum 5 values

Value	Count	Frequency (%)
6.0	1004	12.0%
7.0	1198	14.3%
8.0	831	9.9%
9.0	796	9.5%
10.0	574	6.9%

sinc
Numeric

Distinct count	15
Unique (%)	0.2%
Missing (%)	3.3%
Missing (n)	277
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.1752
Minimum	0
Maximum	10
Zeros (%)	0.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	4
Q1	6
Median	7
Q3	8
95-th percentile	10
Maximum	10
Range	10
Interquartile range	2

Descriptive statistics

Standard deviation	1.7403
Coef of variation	0.24255
Kurtosis	0.74438
Mean	7.1752
MAD	1.349
Skewness	-0.6379
Sum	58126
Variance	3.0287
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	2046	24.4%
7.0	1896	22.6%
6.0	1255	15.0%
9.0	930	11.1%
10.0	735	8.8%
5.0	701	8.4%
4.0	278	3.3%
3.0	134	1.6%
2.0	75	0.9%
1.0	38	0.5%
Other values (4)	13	0.2%
(Missing)	277	3.3%

Minimum 5 values

Value	Count	Frequency (%)
0.0	9	0.1%
1.0	38	0.5%
2.0	75	0.9%
3.0	134	1.6%
4.0	278	3.3%

Maximum 5 values

Value	Count	Frequency (%)
7.5	1	0.0%
8.0	2046	24.4%
8.5	2	0.0%
9.0	930	11.1%
10.0	735	8.8%

sinc1_1
Numeric

Distinct count	79
Unique (%)	0.9%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	17.396
Minimum	0
Maximum	60
Zeros (%)	2.5%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	15
Median	18.18
Q3	20
95-th percentile	30
Maximum	60
Range	60
Interquartile range	5

Descriptive statistics

Standard deviation	7.0467
Coef of variation	0.40507
Kurtosis	2.5099
Mean	17.396
MAD	5.1468
Skewness	0.29225
Sum	144370
Variance	49.656
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	2269	27.1%
10.0	1038	12.4%
15.0	976	11.6%
25.0	645	7.7%
30.0	341	4.1%
5.0	303	3.6%
18.0	280	3.3%
0.0	208	2.5%
16.0	155	1.9%
16.67	101	1.2%
Other values (68)	1983	23.7%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	208	2.5%
1.0	18	0.2%
2.0	19	0.2%
3.0	40	0.5%
5.0	303	3.6%

Maximum 5 values

Value	Count	Frequency (%)
32.0	18	0.2%
35.0	59	0.7%
40.0	76	0.9%
47.0	14	0.2%
60.0	9	0.1%

sinc1_2
Numeric

Distinct count	72
Unique (%)	0.9%
Missing (%)	10.9%
Missing (n)	915
Infinite (%)	0.0%
Infinite (n)	0

Mean	15.865
Minimum	0
Maximum	50
Zeros (%)	2.4%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	10
Median	16.67
Q3	20
95-th percentile	25
Maximum	50
Range	50
Interquartile range	10

Descriptive statistics

Standard deviation	6.6585
Coef of variation	0.41969
Kurtosis	1.5191
Mean	15.865
MAD	5.1314
Skewness	0.036698
Sum	118400
Variance	44.336
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	1910	22.8%
10.0	1258	15.0%
15.0	1098	13.1%
5.0	463	5.5%
25.0	324	3.9%
30.0	288	3.4%
0.0	205	2.4%
18.0	135	1.6%
16.67	124	1.5%
18.75	74	0.9%
Other values (61)	1584	18.9%
(Missing)	915	10.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	205	2.4%
1.0	41	0.5%
2.0	38	0.5%
3.0	9	0.1%
3.57	10	0.1%

Maximum 5 values

Value	Count	Frequency (%)
25.0	324	3.9%
25.64	10	0.1%
29.0	21	0.3%
30.0	288	3.4%
50.0	19	0.2%

sinc1_3
Numeric

Distinct count	48
Unique (%)	0.6%
Missing (%)	52.6%
Missing (n)	4404
Infinite (%)	0.0%
Infinite (n)	0

Mean	16.589
Minimum	0
Maximum	65
Zeros (%)	1.7%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	10
Median	16.67
Q3	20
95-th percentile	30
Maximum	65
Range	65
Interquartile range	10

Descriptive statistics

Standard deviation	7.4715
Coef of variation	0.4504
Kurtosis	5.6729
Mean	16.589
MAD	5.2843
Skewness	0.93429
Sum	65923
Variance	55.824
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	859	10.3%
10.0	663	7.9%
15.0	598	7.1%
25.0	205	2.4%
30.0	203	2.4%
5.0	188	2.2%
0.0	145	1.7%
16.67	102	1.2%
18.0	87	1.0%
16.0	56	0.7%
Other values (37)	868	10.4%
(Missing)	4404	52.6%

Minimum 5 values

Value	Count	Frequency (%)
0.0	145	1.7%
2.0	18	0.2%
5.0	188	2.2%
10.0	663	7.9%
14.0	10	0.1%

Maximum 5 values

Value	Count	Frequency (%)
25.0	205	2.4%
30.0	203	2.4%
35.0	21	0.3%
50.0	25	0.3%
65.0	9	0.1%

sinc1_s
Numeric

Distinct count	68
Unique (%)	0.8%
Missing (%)	51.1%
Missing (n)	4282
Infinite (%)	0.0%
Infinite (n)	0

Mean	15.434
Minimum	0
Maximum	50
Zeros (%)	1.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	5
Q1	10
Median	15.79
Q3	20
95-th percentile	25
Maximum	50
Range	50
Interquartile range	10

Descriptive statistics

Standard deviation	6.9153
Coef of variation	0.44805
Kurtosis	2.5198
Mean	15.434
MAD	5.2963
Skewness	0.63105
Sum	63219
Variance	47.822
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	558	6.7%
20.0	527	6.3%
15.0	436	5.2%
7.0	144	1.7%
30.0	142	1.7%
16.67	138	1.6%
25.0	135	1.6%
9.0	133	1.6%
8.0	129	1.5%
18.0	117	1.4%
Other values (57)	1637	19.5%
(Missing)	4282	51.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	88	1.1%
1.0	18	0.2%
2.44	20	0.2%
4.76	20	0.2%
5.0	112	1.3%

Maximum 5 values

Value	Count	Frequency (%)
25.0	135	1.6%
28.0	21	0.3%
30.0	142	1.7%
38.0	21	0.3%
50.0	19	0.2%

sinc2_1
Numeric

Distinct count	81
Unique (%)	1.0%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	13.274
Minimum	0
Maximum	50
Zeros (%)	5.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
Median	15
Q3	18.75
95-th percentile	25
Maximum	50
Range	50
Interquartile range	8.75

Descriptive statistics

Standard deviation	6.9768
Coef of variation	0.52561
Kurtosis	0.55328
Mean	13.274
MAD	5.6946
Skewness	0.23943
Sum	110160
Variance	48.675
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	1848	22.1%
20.0	1196	14.3%
15.0	1148	13.7%
5.0	1063	12.7%
0.0	430	5.1%
25.0	329	3.9%
30.0	176	2.1%
16.67	123	1.5%
18.0	99	1.2%
16.0	96	1.1%
Other values (70)	1791	21.4%

Minimum 5 values

Value	Count	Frequency (%)
0.0	430	5.1%
1.0	96	1.1%
2.0	37	0.4%
3.0	49	0.6%
5.0	1063	12.7%

Maximum 5 values

Value	Count	Frequency (%)
25.0	329	3.9%
28.0	18	0.2%
30.0	176	2.1%
40.0	10	0.1%
50.0	10	0.1%

sinc2_2
Numeric

Distinct count	68
Unique (%)	0.8%
Missing (%)	31.1%
Missing (n)	2603
Infinite (%)	0.0%
Infinite (n)	0

Mean	13.898
Minimum	0
Maximum	40
Zeros (%)	2.4%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	2
Q1	10
Median	15
Q3	19.23
95-th percentile	20
Maximum	40
Range	40
Interquartile range	9.23

Descriptive statistics

Standard deviation	6.1717
Coef of variation	0.44406
Kurtosis	0.48112
Mean	13.898
MAD	5.0319
Skewness	-0.095427
Sum	80262
Variance	38.09
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	1272	15.2%
20.0	1129	13.5%
15.0	693	8.3%
5.0	480	5.7%
0.0	200	2.4%
18.18	143	1.7%
16.67	123	1.5%
2.0	94	1.1%
30.0	83	1.0%
25.0	78	0.9%
Other values (57)	1480	17.7%
(Missing)	2603	31.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	200	2.4%
1.0	18	0.2%
2.0	94	1.1%
3.0	9	0.1%
5.0	480	5.7%

Maximum 5 values

Value	Count	Frequency (%)
20.41	20	0.2%
20.51	20	0.2%
25.0	78	0.9%
30.0	83	1.0%
40.0	15	0.2%

sinc2_3
Numeric

Distinct count	14
Unique (%)	0.2%
Missing (%)	64.7%
Missing (n)	5419
Infinite (%)	0.0%
Infinite (n)	0

Mean	10.923
Minimum	0
Maximum	50
Zeros (%)	2.3%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7
Median	10
Q3	15
95-th percentile	20
Maximum	50
Range	50
Interquartile range	8

Descriptive statistics

Standard deviation	6.2263
Coef of variation	0.57
Kurtosis	3.5638
Mean	10.923
MAD	4.927
Skewness	0.94563
Sum	32322
Variance	38.767
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	667	8.0%
20.0	517	6.2%
15.0	407	4.9%
7.0	279	3.3%
5.0	261	3.1%
8.0	253	3.0%
0.0	196	2.3%
6.0	148	1.8%
9.0	138	1.6%
16.0	35	0.4%
Other values (3)	58	0.7%
(Missing)	5419	64.7%

Minimum 5 values

Value	Count	Frequency (%)
0.0	196	2.3%
3.0	20	0.2%
5.0	261	3.1%
6.0	148	1.8%
7.0	279	3.3%

Maximum 5 values

Value	Count	Frequency (%)
15.0	407	4.9%
16.0	35	0.4%
20.0	517	6.2%
25.0	29	0.3%
50.0	9	0.1%

sinc3_1
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	1.3%
Missing (n)	105
Infinite (%)	0.0%
Infinite (n)	0

Mean	8.2949
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	6
Q1	8
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	8
Interquartile range	1

Descriptive statistics

Standard deviation	1.4075
Coef of variation	0.16968
Kurtosis	1.8572
Mean	8.2949
MAD	1.1049
Skewness	-1.0802
Sum	68624
Variance	1.9809
Memory size	65.5 KiB

Value	Count	Frequency (%)
9.0	2393	28.6%
8.0	2221	26.5%
10.0	1691	20.2%
7.0	1159	13.8%
6.0	501	6.0%
5.0	154	1.8%
4.0	94	1.1%
2.0	36	0.4%
3.0	24	0.3%
(Missing)	105	1.3%

Minimum 5 values

Value	Count	Frequency (%)
2.0	36	0.4%
3.0	24	0.3%
4.0	94	1.1%
5.0	154	1.8%
6.0	501	6.0%

Maximum 5 values

Value	Count	Frequency (%)
6.0	501	6.0%
7.0	1159	13.8%
8.0	2221	26.5%
9.0	2393	28.6%
10.0	1691	20.2%

sinc3_2
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	10.9%
Missing (n)	915
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.9315
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	5
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.5032
Coef of variation	0.18953
Kurtosis	1.7722
Mean	7.9315
MAD	1.1191
Skewness	-1.0386
Sum	59193
Variance	2.2597
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	2078	24.8%
9.0	1874	22.4%
7.0	1615	19.3%
10.0	982	11.7%
6.0	423	5.0%
5.0	252	3.0%
4.0	119	1.4%
3.0	64	0.8%
2.0	56	0.7%
(Missing)	915	10.9%

Minimum 5 values

Value	Count	Frequency (%)
2.0	56	0.7%
3.0	64	0.8%
4.0	119	1.4%
5.0	252	3.0%
6.0	423	5.0%

Maximum 5 values

Value	Count	Frequency (%)
6.0	423	5.0%
7.0	1615	19.3%
8.0	2078	24.8%
9.0	1874	22.4%
10.0	982	11.7%

sinc3_3
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	52.6%
Missing (n)	4404
Infinite (%)	0.0%
Infinite (n)	0

Mean	8.0934
Minimum	2
Maximum	12
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	6
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	12
Range	10
Interquartile range	2

Descriptive statistics

Standard deviation	1.6103
Coef of variation	0.19897
Kurtosis	1.5415
Mean	8.0934
MAD	1.1637
Skewness	-0.27667
Sum	32163
Variance	2.5931
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1204	14.4%
9.0	1031	12.3%
7.0	660	7.9%
10.0	368	4.4%
6.0	343	4.1%
12.0	173	2.1%
5.0	110	1.3%
3.0	36	0.4%
4.0	31	0.4%
2.0	18	0.2%
(Missing)	4404	52.6%

Minimum 5 values

Value	Count	Frequency (%)
2.0	18	0.2%
3.0	36	0.4%
4.0	31	0.4%
5.0	110	1.3%
6.0	343	4.1%

Maximum 5 values

Value	Count	Frequency (%)
7.0	660	7.9%
8.0	1204	14.4%
9.0	1031	12.3%
10.0	368	4.4%
12.0	173	2.1%

sinc3_s
Numeric

Distinct count	12
Unique (%)	0.1%
Missing (%)	52.3%
Missing (n)	4378
Infinite (%)	0.0%
Infinite (n)	0

Mean	8.082
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	5
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	9
Interquartile range	2

Descriptive statistics

Standard deviation	1.4557
Coef of variation	0.18012
Kurtosis	2.2129
Mean	8.082
MAD	1.0624
Skewness	-1.1438
Sum	32328
Variance	2.1192
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1254	15.0%
9.0	1040	12.4%
7.0	674	8.0%
10.0	610	7.3%
6.0	157	1.9%
5.0	150	1.8%
4.0	63	0.8%
3.0	21	0.3%
2.0	15	0.2%
7.5	10	0.1%
(Missing)	4378	52.3%

Minimum 5 values

Value	Count	Frequency (%)
1.0	6	0.1%
2.0	15	0.2%
3.0	21	0.3%
4.0	63	0.8%
5.0	150	1.8%

Maximum 5 values

Value	Count	Frequency (%)
7.0	674	8.0%
7.5	10	0.1%
8.0	1254	15.0%
9.0	1040	12.4%
10.0	610	7.3%

sinc4_1
Numeric

Distinct count	25
Unique (%)	0.3%
Missing (%)	22.5%
Missing (n)	1889
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.072
Minimum	0
Maximum	35
Zeros (%)	4.3%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
Median	10
Q3	15
95-th percentile	20
Maximum	35
Range	35
Interquartile range	9

Descriptive statistics

Standard deviation	6.6592
Coef of variation	0.60147
Kurtosis	0.66716
Mean	11.072
MAD	5.2177
Skewness	0.81371
Sum	71843
Variance	44.345
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	1696	20.2%
20.0	868	10.4%
5.0	844	10.1%
15.0	730	8.7%
0.0	363	4.3%
7.0	358	4.3%
8.0	347	4.1%
9.0	249	3.0%
6.0	215	2.6%
30.0	169	2.0%
Other values (14)	650	7.8%
(Missing)	1889	22.5%

Minimum 5 values

Value	Count	Frequency (%)
0.0	363	4.3%
1.0	18	0.2%
2.0	24	0.3%
3.0	103	1.2%
4.0	86	1.0%

Maximum 5 values

Value	Count	Frequency (%)
20.0	868	10.4%
22.0	9	0.1%
25.0	97	1.2%
30.0	169	2.0%
35.0	23	0.3%

sinc4_2
Numeric

Distinct count	23
Unique (%)	0.3%
Missing (%)	31.1%
Missing (n)	2603
Infinite (%)	0.0%
Infinite (n)	0

Mean	11.929
Minimum	0
Maximum	35
Zeros (%)	2.3%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	2
Q1	8
Median	10
Q3	15
95-th percentile	20
Maximum	35
Range	35
Interquartile range	7

Descriptive statistics

Standard deviation	6.4016
Coef of variation	0.53663
Kurtosis	0.59004
Mean	11.929
MAD	5.2058
Skewness	0.70256
Sum	68891
Variance	40.98
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	1585	18.9%
15.0	920	11.0%
20.0	844	10.1%
8.0	434	5.2%
5.0	389	4.6%
7.0	352	4.2%
6.0	222	2.6%
0.0	195	2.3%
30.0	144	1.7%
9.0	132	1.6%
Other values (12)	558	6.7%
(Missing)	2603	31.1%

Minimum 5 values

Value	Count	Frequency (%)
0.0	195	2.3%
1.0	20	0.2%
2.0	75	0.9%
3.0	45	0.5%
4.0	56	0.7%

Maximum 5 values

Value	Count	Frequency (%)
20.0	844	10.1%
22.0	14	0.2%
25.0	88	1.1%
30.0	144	1.7%
35.0	21	0.3%

sinc4_3
Numeric

Distinct count	17
Unique (%)	0.2%
Missing (%)	64.7%
Missing (n)	5419
Infinite (%)	0.0%
Infinite (n)	0

Mean	10.751
Minimum	0
Maximum	40
Zeros (%)	1.6%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	3
Q1	7
Median	10
Q3	15
95-th percentile	20
Maximum	40
Range	40
Interquartile range	8

Descriptive statistics

Standard deviation	5.7404
Coef of variation	0.53392
Kurtosis	1.6309
Mean	10.751
MAD	4.4693
Skewness	0.80279
Sum	31813
Variance	32.952
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	795	9.5%
15.0	448	5.3%
20.0	385	4.6%
7.0	354	4.2%
5.0	260	3.1%
8.0	147	1.8%
9.0	143	1.7%
0.0	138	1.6%
6.0	128	1.5%
3.0	40	0.5%
Other values (6)	121	1.4%
(Missing)	5419	64.7%

Minimum 5 values

Value	Count	Frequency (%)
0.0	138	1.6%
3.0	40	0.5%
4.0	20	0.2%
5.0	260	3.1%
6.0	128	1.5%

Maximum 5 values

Value	Count	Frequency (%)
18.0	21	0.3%
20.0	385	4.6%
22.0	18	0.2%
30.0	18	0.2%
40.0	9	0.1%

sinc5_1
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	41.4%
Missing (n)	3472
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.9272
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	5
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	9
Interquartile range	2

Descriptive statistics

Standard deviation	1.6271
Coef of variation	0.20525
Kurtosis	1.0436
Mean	7.9272
MAD	1.2662
Skewness	-0.82839
Sum	38891
Variance	2.6473
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1212	14.5%
9.0	991	11.8%
10.0	943	11.3%
7.0	867	10.3%
6.0	564	6.7%
5.0	207	2.5%
4.0	52	0.6%
2.0	40	0.5%
3.0	20	0.2%
1.0	10	0.1%
(Missing)	3472	41.4%

Minimum 5 values

Value	Count	Frequency (%)
1.0	10	0.1%
2.0	40	0.5%
3.0	20	0.2%
4.0	52	0.6%
5.0	207	2.5%

Maximum 5 values

Value	Count	Frequency (%)
6.0	564	6.7%
7.0	867	10.3%
8.0	1212	14.5%
9.0	991	11.8%
10.0	943	11.3%

sinc5_2
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	47.8%
Missing (n)	4001
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.3941
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	5
Q1	6
Median	8
Q3	8
95-th percentile	10
Maximum	10
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.5881
Coef of variation	0.21479
Kurtosis	0.88524
Mean	7.3941
MAD	1.2519
Skewness	-0.72602
Sum	32364
Variance	2.5222
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1346	16.1%
7.0	912	10.9%
6.0	730	8.7%
9.0	627	7.5%
10.0	352	4.2%
5.0	199	2.4%
3.0	90	1.1%
4.0	81	1.0%
2.0	40	0.5%
(Missing)	4001	47.8%

Minimum 5 values

Value	Count	Frequency (%)
2.0	40	0.5%
3.0	90	1.1%
4.0	81	1.0%
5.0	199	2.4%
6.0	730	8.7%

Maximum 5 values

Value	Count	Frequency (%)
6.0	730	8.7%
7.0	912	10.9%
8.0	1346	16.1%
9.0	627	7.5%
10.0	352	4.2%

sinc5_3
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	75.9%
Missing (n)	6362
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.6151
Minimum	2
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	2
5-th percentile	5
Q1	7
Median	8
Q3	9
95-th percentile	10
Maximum	10
Range	8
Interquartile range	2

Descriptive statistics

Standard deviation	1.5046
Coef of variation	0.19758
Kurtosis	0.79465
Mean	7.6151
MAD	1.2001
Skewness	-0.83692
Sum	15352
Variance	2.2637
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	561	6.7%
9.0	504	6.0%
7.0	440	5.3%
6.0	173	2.1%
5.0	150	1.8%
10.0	124	1.5%
4.0	43	0.5%
2.0	15	0.2%
3.0	6	0.1%
(Missing)	6362	75.9%

Minimum 5 values

Value	Count	Frequency (%)
2.0	15	0.2%
3.0	6	0.1%
4.0	43	0.5%
5.0	150	1.8%
6.0	173	2.1%

Maximum 5 values

Value	Count	Frequency (%)
6.0	173	2.1%
7.0	440	5.3%
8.0	561	6.7%
9.0	504	6.0%
10.0	124	1.5%

sinc7_2
Numeric

Distinct count	17
Unique (%)	0.2%
Missing (%)	76.7%
Missing (n)	6423
Infinite (%)	0.0%
Infinite (n)	0

Mean	13.53
Minimum	0
Maximum	40
Zeros (%)	2.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
Median	10
Q3	20
95-th percentile	25
Maximum	40
Range	40
Interquartile range	10

Descriptive statistics

Standard deviation	7.9775
Coef of variation	0.58962
Kurtosis	0.91261
Mean	13.53
MAD	6.4821
Skewness	0.56141
Sum	26451
Variance	63.64
Memory size	65.5 KiB

Value	Count	Frequency (%)
10.0	610	7.3%
20.0	443	5.3%
5.0	203	2.4%
15.0	196	2.3%
0.0	173	2.1%
25.0	122	1.5%
40.0	40	0.5%
16.0	34	0.4%
17.0	33	0.4%
18.0	18	0.2%
Other values (6)	83	1.0%
(Missing)	6423	76.7%

Minimum 5 values

Value	Count	Frequency (%)
0.0	173	2.1%
5.0	203	2.4%
9.0	10	0.1%
10.0	610	7.3%
11.0	15	0.2%

Maximum 5 values

Value	Count	Frequency (%)
20.0	443	5.3%
23.0	7	0.1%
25.0	122	1.5%
30.0	18	0.2%
40.0	40	0.5%

sinc7_3
Numeric

Distinct count	14
Unique (%)	0.2%
Missing (%)	75.9%
Missing (n)	6362
Infinite (%)	0.0%
Infinite (n)	0

Mean	15.654
Minimum	0
Maximum	60
Zeros (%)	2.2%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
Median	15
Q3	20
95-th percentile	30
Maximum	60
Range	60
Interquartile range	10

Descriptive statistics

Standard deviation	9.3363
Coef of variation	0.59641
Kurtosis	1.6798
Mean	15.654
MAD	7.198
Skewness	0.64846
Sum	31559
Variance	87.166
Memory size	65.5 KiB

Value	Count	Frequency (%)
20.0	495	5.9%
10.0	394	4.7%
15.0	353	4.2%
30.0	184	2.2%
0.0	183	2.2%
5.0	163	1.9%
25.0	99	1.2%
40.0	41	0.5%
18.0	35	0.4%
14.0	21	0.3%
Other values (3)	48	0.6%
(Missing)	6362	75.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	183	2.2%
5.0	163	1.9%
8.0	21	0.3%
10.0	394	4.7%
14.0	21	0.3%

Maximum 5 values

Value	Count	Frequency (%)
20.0	495	5.9%
25.0	99	1.2%
30.0	184	2.2%
40.0	41	0.5%
60.0	9	0.1%

sinc_o
Numeric

Distinct count	15
Unique (%)	0.2%
Missing (%)	3.4%
Missing (n)	287
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.1753
Minimum	0
Maximum	10
Zeros (%)	0.1%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	4
Q1	6
Median	7
Q3	8
95-th percentile	10
Maximum	10
Range	10
Interquartile range	2

Descriptive statistics

Standard deviation	1.7406
Coef of variation	0.24258
Kurtosis	0.74526
Mean	7.1753
MAD	1.3492
Skewness	-0.63872
Sum	58055
Variance	3.0296
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	2045	24.4%
7.0	1892	22.6%
6.0	1254	15.0%
9.0	929	11.1%
10.0	734	8.8%
5.0	699	8.3%
4.0	278	3.3%
3.0	134	1.6%
2.0	75	0.9%
1.0	38	0.5%
Other values (4)	13	0.2%
(Missing)	287	3.4%

Minimum 5 values

Value	Count	Frequency (%)
0.0	9	0.1%
1.0	38	0.5%
2.0	75	0.9%
3.0	134	1.6%
4.0	278	3.3%

Maximum 5 values

Value	Count	Frequency (%)
7.5	1	0.0%
8.0	2045	24.4%
8.5	2	0.0%
9.0	929	11.1%
10.0	734	8.8%

sports
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.4252
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	2
Q1	4
Median	7
Q3	9
95-th percentile	10
Maximum	10
Range	9
Interquartile range	5

Descriptive statistics

Standard deviation	2.619
Coef of variation	0.40762
Kurtosis	-0.88236
Mean	6.4252
MAD	2.2289
Skewness	-0.417
Sum	53323
Variance	6.8593
Memory size	65.5 KiB

Value	Count	Frequency (%)
8.0	1294	15.4%
7.0	1185	14.1%
10.0	1069	12.8%
9.0	1052	12.6%
5.0	860	10.3%
6.0	760	9.1%
3.0	679	8.1%
4.0	584	7.0%
2.0	469	5.6%
1.0	347	4.1%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	347	4.1%
2.0	469	5.6%
3.0	679	8.1%
4.0	584	7.0%
5.0	860	10.3%

Maximum 5 values

Value	Count	Frequency (%)
6.0	760	9.1%
7.0	1185	14.1%
8.0	1294	15.4%
9.0	1052	12.6%
10.0	1069	12.8%

theater
Numeric

Distinct count	12
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.7761
Minimum	0
Maximum	10
Zeros (%)	0.2%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	3
Q1	5
Median	7
Q3	9
95-th percentile	10
Maximum	10
Range	10
Interquartile range	4

Descriptive statistics

Standard deviation	2.2352
Coef of variation	0.32986
Kurtosis	-0.28737
Mean	6.7761
MAD	1.8126
Skewness	-0.54836
Sum	56235
Variance	4.9959
Memory size	65.5 KiB

Value	Count	Frequency (%)
7.0	1618	19.3%
8.0	1338	16.0%
9.0	1197	14.3%
5.0	969	11.6%
6.0	950	11.3%
10.0	887	10.6%
4.0	534	6.4%
3.0	452	5.4%
2.0	189	2.3%
1.0	147	1.8%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	18	0.2%
1.0	147	1.8%
2.0	189	2.3%
3.0	452	5.4%
4.0	534	6.4%

Maximum 5 values

Value	Count	Frequency (%)
6.0	950	11.3%
7.0	1618	19.3%
8.0	1338	16.0%
9.0	1197	14.3%
10.0	887	10.6%

them_cal
Numeric

Distinct count	9
Unique (%)	0.1%
Missing (%)	52.6%
Missing (n)	4404
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.98163
Minimum	0
Maximum	9
Zeros (%)	23.6%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	1
Q3	1
95-th percentile	4
Maximum	9
Range	9
Interquartile range	1

Descriptive statistics

Standard deviation	1.3821
Coef of variation	1.408
Kurtosis	6.1812
Mean	0.98163
MAD	0.9757
Skewness	2.0959
Sum	3901
Variance	1.9103
Memory size	65.5 KiB

Value	Count	Frequency (%)
0.0	1975	23.6%
1.0	1059	12.6%
2.0	458	5.5%
4.0	208	2.5%
3.0	189	2.3%
5.0	46	0.5%
9.0	21	0.3%
6.0	18	0.2%
(Missing)	4404	52.6%

Minimum 5 values

Value	Count	Frequency (%)
0.0	1975	23.6%
1.0	1059	12.6%
2.0	458	5.5%
3.0	189	2.3%
4.0	208	2.5%

Maximum 5 values

Value	Count	Frequency (%)
3.0	189	2.3%
4.0	208	2.5%
5.0	46	0.5%
6.0	18	0.2%
9.0	21	0.3%

tuition
Categorical

Distinct count	116
Unique (%)	1.4%
Missing (%)	57.2%
Missing (n)	4795

26,908.00	241
26,019.00	174
15,162.00	138
Other values (112)	3030
(Missing)	4795

Toggle details

Value	Count	Frequency (%)
26,908.00	241	2.9%
26,019.00	174	2.1%
15,162.00	138	1.6%
25,380.00	112	1.3%
26,062.00	108	1.3%
27,395.00	96	1.1%
26,100.00	95	1.1%
26,892.00	92	1.1%
15,309.00	84	1.0%
21,645.00	83	1.0%
Other values (105)	2360	28.2%
(Missing)	4795	57.2%

tv
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.3041
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
Median	6
Q3	7
95-th percentile	9
Maximum	10
Range	9
Interquartile range	4

Descriptive statistics

Standard deviation	2.5291
Coef of variation	0.47682
Kurtosis	-0.89295
Mean	5.3041
MAD	2.1144
Skewness	-0.12114
Sum	44019
Variance	6.3965
Memory size	65.5 KiB

Value	Count	Frequency (%)
6.0	1381	16.5%
5.0	1073	12.8%
7.0	1023	12.2%
8.0	993	11.9%
1.0	858	10.2%
4.0	846	10.1%
3.0	651	7.8%
2.0	651	7.8%
9.0	464	5.5%
10.0	359	4.3%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	858	10.2%
2.0	651	7.8%
3.0	651	7.8%
4.0	846	10.1%
5.0	1073	12.8%

Maximum 5 values

Value	Count	Frequency (%)
6.0	1381	16.5%
7.0	1023	12.2%
8.0	993	11.9%
9.0	464	5.5%
10.0	359	4.3%

tvsports
Numeric

Distinct count	11
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	4.5755
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
Median	4
Q3	7
95-th percentile	9
Maximum	10
Range	9
Interquartile range	5

Descriptive statistics

Standard deviation	2.8019
Coef of variation	0.61237
Kurtosis	-1.1556
Mean	4.5755
MAD	2.4516
Skewness	0.28835
Sum	37972
Variance	7.8505
Memory size	65.5 KiB

Value	Count	Frequency (%)
1.0	1522	18.2%
2.0	1124	13.4%
7.0	926	11.1%
3.0	898	10.7%
5.0	864	10.3%
8.0	743	8.9%
4.0	732	8.7%
6.0	650	7.8%
9.0	466	5.6%
10.0	374	4.5%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
1.0	1522	18.2%
2.0	1124	13.4%
3.0	898	10.7%
4.0	732	8.7%
5.0	864	10.3%

Maximum 5 values

Value	Count	Frequency (%)
6.0	650	7.8%
7.0	926	11.1%
8.0	743	8.9%
9.0	466	5.6%
10.0	374	4.5%

undergra
Categorical

Distinct count	242
Unique (%)	2.9%
Missing (%)	41.3%
Missing (n)	3464

UC Berkeley	107
Harvard	104
Columbia	95
Other values (238)	4608
(Missing)	3464

Toggle details

Value	Count	Frequency (%)
UC Berkeley	107	1.3%
Harvard	104	1.2%
Columbia	95	1.1%
Yale	86	1.0%
NYU	78	0.9%
Brown	66	0.8%
UCLA	66	0.8%
Cornell University	64	0.8%
Smith College	59	0.7%
Tufts University	47	0.6%
Other values (231)	4142	49.4%
(Missing)	3464	41.3%

wave
Highly correlated

This variable is highly correlated with iid and should be ignored for analysis

Correlation	0.99671

yoga
Numeric

Distinct count	12
Unique (%)	0.1%
Missing (%)	0.9%
Missing (n)	79
Infinite (%)	0.0%
Infinite (n)	0

Mean	4.3392
Minimum	0
Maximum	10
Zeros (%)	0.4%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
Median	4
Q3	7
95-th percentile	9
Maximum	10
Range	10
Interquartile range	5

Descriptive statistics

Standard deviation	2.7176
Coef of variation	0.62629
Kurtosis	-0.99117
Mean	4.3392
MAD	2.362
Skewness	0.39816
Sum	36011
Variance	7.3854
Memory size	65.5 KiB

Value	Count	Frequency (%)
1.0	1549	18.5%
2.0	1212	14.5%
3.0	1044	12.5%
7.0	848	10.1%
6.0	844	10.1%
5.0	819	9.8%
4.0	705	8.4%
8.0	505	6.0%
9.0	419	5.0%
10.0	318	3.8%
(Missing)	79	0.9%

Minimum 5 values

Value	Count	Frequency (%)
0.0	36	0.4%
1.0	1549	18.5%
2.0	1212	14.5%
3.0	1044	12.5%
4.0	705	8.4%

Maximum 5 values

Value	Count	Frequency (%)
6.0	844	10.1%
7.0	848	10.1%
8.0	505	6.0%
9.0	419	5.0%
10.0	318	3.8%

you_call
Numeric

Distinct count	10
Unique (%)	0.1%
Missing (%)	52.6%
Missing (n)	4404
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.78083
Minimum	0
Maximum	21
Zeros (%)	29.0%

Toggle details

• Statistics
• Histogram
• Common Values
• Extreme Values

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	1
95-th percentile	4
Maximum	21
Range	21
Interquartile range	1

Descriptive statistics

Standard deviation	1.6117
Coef of variation	2.0641
Kurtosis	63.234
Mean	0.78083
MAD	0.95491
Skewness	6.0929
Sum	3103
Variance	2.5976
Memory size	65.5 KiB

Value	Count	Frequency (%)
0.0	2430	29.0%
1.0	841	10.0%
2.0	402	4.8%
4.0	104	1.2%
3.0	95	1.1%
5.0	41	0.5%
6.0	33	0.4%
8.0	18	0.2%
21.0	10	0.1%
(Missing)	4404	52.6%

Minimum 5 values

Value	Count	Frequency (%)
0.0	2430	29.0%
1.0	841	10.0%
2.0	402	4.8%
3.0	95	1.1%
4.0	104	1.2%

Maximum 5 values

Value	Count	Frequency (%)
4.0	104	1.2%
5.0	41	0.5%
6.0	33	0.4%
8.0	18	0.2%
21.0	10	0.1%

zipcode
Categorical

Distinct count	410
Unique (%)	4.9%
Missing (%)	12.7%
Missing (n)	1064

0	355
10,021	139
10,027	128
Other values (406)	6692
(Missing)	1064

Toggle details

Value	Count	Frequency (%)
0	355	4.2%
10,021	139	1.7%
10,027	128	1.5%
10,025	121	1.4%
19,087	48	0.6%
92,064	41	0.5%
7,410	41	0.5%
11,235	39	0.5%
10,012	39	0.5%
91,011	37	0.4%
Other values (399)	6326	75.5%
(Missing)	1064	12.7%

Correlations

Sample

	id	gender	idg	condtn	wave	round	position	positin1	order	partner	pid	match	int_corr	samerace	age_o	race_o	pf_o_att	pf_o_sin	pf_o_int	pf_o_fun	pf_o_amb	pf_o_sha	dec_o	attr_o	sinc_o	intel_o	fun_o	amb_o	shar_o	like_o	prob_o	met_o	age	field	field_cd	undergra	mn_sat	tuition	race	imprace	imprelig	from	zipcode	income	goal	date	go_out	career	career_c	sports	tvsports	exercise	dining	museums	art	hiking	gaming	clubbing	reading	tv	theater	movies	concerts	music	shopping	yoga	exphappy	expnum	attr1_1	sinc1_1	intel1_1	fun1_1	amb1_1	shar1_1	attr4_1	sinc4_1	intel4_1	fun4_1	amb4_1	shar4_1	attr2_1	sinc2_1	intel2_1	fun2_1	amb2_1	shar2_1	attr3_1	sinc3_1	fun3_1	intel3_1	amb3_1	attr5_1	sinc5_1	intel5_1	fun5_1	amb5_1	dec	attr	sinc	intel	fun	amb	shar	like	prob	met	match_es	attr1_s	sinc1_s	intel1_s	fun1_s	amb1_s	shar1_s	attr3_s	sinc3_s	intel3_s	fun3_s	amb3_s	satis_2	length	numdat_2	attr7_2	sinc7_2	intel7_2	fun7_2	amb7_2	shar7_2	attr1_2	sinc1_2	intel1_2	fun1_2	amb1_2	shar1_2	attr4_2	sinc4_2	intel4_2	fun4_2	amb4_2	shar4_2	attr2_2	sinc2_2	intel2_2	fun2_2	amb2_2	shar2_2	attr3_2	sinc3_2	intel3_2	fun3_2	amb3_2	attr5_2	sinc5_2	intel5_2	fun5_2	amb5_2	you_call	them_cal	date_3	numdat_3	num_in_3	attr1_3	sinc1_3	intel1_3	fun1_3	amb1_3	shar1_3	attr7_3	sinc7_3	intel7_3	fun7_3	amb7_3	shar7_3	attr4_3	sinc4_3	intel4_3	fun4_3	amb4_3	shar4_3	attr2_3	sinc2_3	intel2_3	fun2_3	amb2_3	shar2_3	attr3_3	sinc3_3	intel3_3	fun3_3	amb3_3	attr5_3	sinc5_3	intel5_3	fun5_3	amb5_3
iid
1	1.0	0	1	1	1	10	7	NaN	4	1	11.0	0	0.14	0	27.0	2.0	35.0	20.0	20.0	20.0	0.0	5.0	0	6.0	8.0	8.0	8.0	8.0	6.0	7.0	4.0	2.0	21.0	Law	1.0	NaN	NaN	NaN	4.0	2.0	4.0	Chicago	60,521	69,487.00	2.0	7.0	1.0	lawyer	NaN	9.0	2.0	8.0	9.0	1.0	1.0	5.0	1.0	5.0	6.0	9.0	1.0	10.0	10.0	9.0	8.0	1.0	3.0	2.0	15.0	20.0	20.0	15.0	15.0	15.0	NaN	NaN	NaN	NaN	NaN	NaN	35.0	20.0	15.0	20.0	5.0	5.0	6.0	8.0	8.0	8.0	7.0	NaN	NaN	NaN	NaN	NaN	1	6.0	9.0	7.0	7.0	6.0	5.0	7.0	6.0	2.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6.0	2.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	19.44	16.67	13.89	22.22	11.11	16.67	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6.0	7.0	8.0	7.0	6.0	NaN	NaN	NaN	NaN	NaN	1.0	1.0	0.0	NaN	NaN	15.0	20.0	20.0	15.0	15.0	15.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	5.0	7.0	7.0	7.0	7.0	NaN	NaN	NaN	NaN	NaN
1	1.0	0	1	1	1	10	7	NaN	3	2	12.0	0	0.54	0	22.0	2.0	60.0	0.0	0.0	40.0	0.0	0.0	0	7.0	8.0	10.0	7.0	7.0	5.0	8.0	4.0	2.0	21.0	Law	1.0	NaN	NaN	NaN	4.0	2.0	4.0	Chicago	60,521	69,487.00	2.0	7.0	1.0	lawyer	NaN	9.0	2.0	8.0	9.0	1.0	1.0	5.0	1.0	5.0	6.0	9.0	1.0	10.0	10.0	9.0	8.0	1.0	3.0	2.0	15.0	20.0	20.0	15.0	15.0	15.0	NaN	NaN	NaN	NaN	NaN	NaN	35.0	20.0	15.0	20.0	5.0	5.0	6.0	8.0	8.0	8.0	7.0	NaN	NaN	NaN	NaN	NaN	1	7.0	8.0	7.0	8.0	5.0	6.0	7.0	5.0	1.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6.0	2.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	19.44	16.67	13.89	22.22	11.11	16.67	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6.0	7.0	8.0	7.0	6.0	NaN	NaN	NaN	NaN	NaN	1.0	1.0	0.0	NaN	NaN	15.0	20.0	20.0	15.0	15.0	15.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	5.0	7.0	7.0	7.0	7.0	NaN	NaN	NaN	NaN	NaN
1	1.0	0	1	1	1	10	7	NaN	10	3	13.0	1	0.16	1	22.0	4.0	19.0	18.0	19.0	18.0	14.0	12.0	1	10.0	10.0	10.0	10.0	10.0	10.0	10.0	10.0	1.0	21.0	Law	1.0	NaN	NaN	NaN	4.0	2.0	4.0	Chicago	60,521	69,487.00	2.0	7.0	1.0	lawyer	NaN	9.0	2.0	8.0	9.0	1.0	1.0	5.0	1.0	5.0	6.0	9.0	1.0	10.0	10.0	9.0	8.0	1.0	3.0	2.0	15.0	20.0	20.0	15.0	15.0	15.0	NaN	NaN	NaN	NaN	NaN	NaN	35.0	20.0	15.0	20.0	5.0	5.0	6.0	8.0	8.0	8.0	7.0	NaN	NaN	NaN	NaN	NaN	1	5.0	8.0	9.0	8.0	5.0	7.0	7.0	NaN	1.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6.0	2.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	19.44	16.67	13.89	22.22	11.11	16.67	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6.0	7.0	8.0	7.0	6.0	NaN	NaN	NaN	NaN	NaN	1.0	1.0	0.0	NaN	NaN	15.0	20.0	20.0	15.0	15.0	15.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	5.0	7.0	7.0	7.0	7.0	NaN	NaN	NaN	NaN	NaN
1	1.0	0	1	1	1	10	7	NaN	5	4	14.0	1	0.61	0	23.0	2.0	30.0	5.0	15.0	40.0	5.0	5.0	1	7.0	8.0	9.0	8.0	9.0	8.0	7.0	7.0	2.0	21.0	Law	1.0	NaN	NaN	NaN	4.0	2.0	4.0	Chicago	60,521	69,487.00	2.0	7.0	1.0	lawyer	NaN	9.0	2.0	8.0	9.0	1.0	1.0	5.0	1.0	5.0	6.0	9.0	1.0	10.0	10.0	9.0	8.0	1.0	3.0	2.0	15.0	20.0	20.0	15.0	15.0	15.0	NaN	NaN	NaN	NaN	NaN	NaN	35.0	20.0	15.0	20.0	5.0	5.0	6.0	8.0	8.0	8.0	7.0	NaN	NaN	NaN	NaN	NaN	1	7.0	6.0	8.0	7.0	6.0	8.0	7.0	6.0	2.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6.0	2.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	19.44	16.67	13.89	22.22	11.11	16.67	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6.0	7.0	8.0	7.0	6.0	NaN	NaN	NaN	NaN	NaN	1.0	1.0	0.0	NaN	NaN	15.0	20.0	20.0	15.0	15.0	15.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	5.0	7.0	7.0	7.0	7.0	NaN	NaN	NaN	NaN	NaN
1	1.0	0	1	1	1	10	7	NaN	7	5	15.0	1	0.21	0	24.0	3.0	30.0	10.0	20.0	10.0	10.0	20.0	1	8.0	7.0	9.0	6.0	9.0	7.0	8.0	6.0	2.0	21.0	Law	1.0	NaN	NaN	NaN	4.0	2.0	4.0	Chicago	60,521	69,487.00	2.0	7.0	1.0	lawyer	NaN	9.0	2.0	8.0	9.0	1.0	1.0	5.0	1.0	5.0	6.0	9.0	1.0	10.0	10.0	9.0	8.0	1.0	3.0	2.0	15.0	20.0	20.0	15.0	15.0	15.0	NaN	NaN	NaN	NaN	NaN	NaN	35.0	20.0	15.0	20.0	5.0	5.0	6.0	8.0	8.0	8.0	7.0	NaN	NaN	NaN	NaN	NaN	1	5.0	6.0	7.0	7.0	6.0	6.0	6.0	6.0	2.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6.0	2.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	19.44	16.67	13.89	22.22	11.11	16.67	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6.0	7.0	8.0	7.0	6.0	NaN	NaN	NaN	NaN	NaN	1.0	1.0	0.0	NaN	NaN	15.0	20.0	20.0	15.0	15.0	15.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	5.0	7.0	7.0	7.0	7.0	NaN	NaN	NaN	NaN	NaN

После внимательного изучения файла speed_dating_data_Key.doc

и просмотра статистики ProfileReport

Описание значение столбцов которые показались наиболее интересные.

• iid - unique subject number, group(wave id gender)
• id - subject number within wave
• gender - Female=0 Male=1

• round - number of people that met in wave

• order - the number of date that night when met partner

• partner - partner’s id number the night of event
• match - 1=yes, 0=no
• age_o - age of partner
• dec_o - decision of partner the night of event

• attr_o - rating by partner the night of the event, for all 6 attributes

• age - age

• field - field of study

1= Law  
2= Math
3= Social Science, Psychologist 
4= Medical Science, Pharmaceuticals, and Bio Tech 
5= Engineering  
6= English/Creative Writing/ Journalism 
7= History/Religion/Philosophy 
8= Business/Econ/Finance 
9= Education, Academia 
10= Biological Sciences/Chemistry/Physics
11= Social Work 
12= Undergrad/undecided 
13=Political Science/International Affairs 
14=Film
15=Fine Arts/Arts Administration
16=Languages
17=Architecture
18=Other

• goal - What is your primary goal in participating in this event? 

Seemed like a fun night out=1
    To meet new people=2
    To get a date=3
    Looking for a serious relationship=4
    To say I did it=5
    Other=6

• date - In general, how frequently do you go on dates? 

Several times a week=1
    Twice a week=2
    Once a week=3
    Twice a month=4
    Once a month=5
    Several times a year=6
    Almost never=7

• go_out - How often do you go out (not necessarily on dates)?

Several times a week=1
    Twice a week=2
    Once a week=3
    Twice a month=4
    Once a month=5
    Several times a year=6
    Almost never=7

• career -What is your intended career?

• career_c: career coded

1= Lawyer 
2= Academic/Research 
3= Psychologist 
4= Doctor/Medicine 
5=Engineer 
6= Creative Arts/Entertainment 
7= Banking/Consulting/Finance/Marketing/Business/CEO/Entrepreneur/Admin 
8= Real Estate 
9= International/Humanitarian Affairs 
10= Undecided 
11=Social Work
12=Speech Pathology
13=Politics
14=Pro sports/Athletics
15=Other
16=Journalism
17=Architecture

# Вывод данных которые наиболее интересные.
dating_data = dating_data[['id', 'gender','age','career', 'round',
             'order', 'partner', 'match', 'age_o', 'dec_o', 'field','goal', 'date', 'go_out'
            ]]
dating_data.head()

	id	gender	age	career	round	order	partner	match	age_o	dec_o	field	goal	date	go_out
iid
1	1.0	0	21.0	lawyer	10	4	1	0	27.0	0	Law	2.0	7.0	1.0
1	1.0	0	21.0	lawyer	10	3	2	0	22.0	0	Law	2.0	7.0	1.0
1	1.0	0	21.0	lawyer	10	10	3	1	22.0	1	Law	2.0	7.0	1.0
1	1.0	0	21.0	lawyer	10	5	4	1	23.0	1	Law	2.0	7.0	1.0
1	1.0	0	21.0	lawyer	10	7	5	1	24.0	1	Law	2.0	7.0	1.0

Feature_engineering (Преобразование значений и названий столбцов)

def _feature_engineering_job_by_career_and_field_columns(row):
    """
    Результате работы ``pandas_profiling.ProfileReport`` показал основные характеристики столбцов;

    ``career`` -What is your intended career?
    ``field`` - field of study

    1. Lawyer	154	0.0% | Law	121	0.0% | Law	462	0.0% | law	123	0.0%
    2. professor	199	0.0% | Professor |	Academic	|    Scientist	91	0.0%
    3. Finance	202	0.0% | Business	521	0.0%  | business	110	0.0% | MBA	468	0.0% | Finance 113	0.0%
    4. Consulting	147	0.0% |  Social Worker	136	0.0%
    5. Other values (357)	6887	0.0%


    1. Social Work	378	0.0%
    2. International Affairs	252	0.0%
    3. Electrical Engineering	164	0.0% | Engineering
    4. Psychology	139	0.0%
    """
    career = str(row['career']).lower()
    field = str(row['field']).lower()

    job = career

    for i in range(2):
        if job in ['lawyer', 'law']:
            return 'lawyer'
        if 'lawyer' in job:
            return 'lawyer'
        if job in ['professor', 'academic', 'scientist', 'economic']:
            return 'scientist'
        if 'academic' in job:
            return 'scientist'
        if 'scientist' in job:
            return 'scientist'
        if job in ['finance', 'business', 'mba', 'economist']:
            return 'finance'
        if 'business' in job:
            return 'business'
        if 'bank' in 'job':
            return 'business'
        if job in ['social', 'consulting']:
            return 'social'
        if 'social' in job:
            return 'social'
        if 'engineer' in job:
            return 'engineer'
        if 'psychology' in job:
            return 'psychology'
        if 'teach' in job:
            return 'teacher'
        job = field

    # Default action return small len career or field
    if len(career) < len(field):
        return career

    return field

def feature_engineering_clean_data_convert_values(dating_data):

    # gender - Female=0 Male=1
    dating_data['gender'] = dating_data['gender'].apply(lambda x: 'F' if x == 0 else 'M')

    # feature engineering job by career and field columns
    dating_data['job'] = dating_data.apply(_feature_engineering_job_by_career_and_field_columns, axis=1)

    # drop unused column
    dating_data = dating_data.drop(columns=['career', 'field'])

    return dating_data

dating_data = feature_engineering_clean_data_convert_values(dating_data)

dating_data.head()

	id	gender	age	round	order	partner	match	age_o	dec_o	goal	date	go_out	job
iid
1	1.0	F	21.0	10	4	1	0	27.0	0	2.0	7.0	1.0	lawyer
1	1.0	F	21.0	10	3	2	0	22.0	0	2.0	7.0	1.0	lawyer
1	1.0	F	21.0	10	10	3	1	22.0	1	2.0	7.0	1.0	lawyer
1	1.0	F	21.0	10	5	4	1	23.0	1	2.0	7.0	1.0	lawyer
1	1.0	F	21.0	10	7	5	1	24.0	1	2.0	7.0	1.0	lawyer

Кто больше приходи на быстрые свидания, мужчины или женьщины ?

total = dating_data.groupby(['gender']).count().sort_values('id', ascending=False)['id']
total.plot.bar()
plt.show()

В какой сфере работают люди, участники '''быстрых свиданий''' Составить топ 20

total = dating_data.groupby(['job']).count().sort_values('id', ascending=False)['id'][:20]
total.plot.bar()
plt.show()

В каком возрасте мужчины и женщины идуи на быстрые свидания?

total = dating_data.groupby(['age']).count().sort_values('age', ascending=True)['id'][:40]
total.plot.bar()
plt.show()

1. Сколько раз женщины были выбраны мужчинами которых они не выбирали?

2. Сколько раз мужчины были выбраны женщинами которых они не выбирали?

gender_match_dec_o = dating_data[['gender', 'match', 'dec_o']]

female_not_match = gender_match_dec_o[np.logical_and(gender_match_dec_o.gender == 'F', gender_match_dec_o.match == 0)]
male_not_match = gender_match_dec_o[np.logical_and(gender_match_dec_o.gender == 'M', gender_match_dec_o.match == 0)]

female_not_match_have_been_matched = female_not_match[female_not_match.dec_o == 1]
male_not_match_have_been_matched = male_not_match[male_not_match.dec_o == 1]

print("Итого: без взаимности было выбрано женщин:")
print(female_not_match_have_been_matched.shape[0])
print("Итого: без взаимности было выбрано мужчин:")
print(male_not_match_have_been_matched.shape[0])

Итого: без взаимности было выбрано женщин:
1296
Итого: без взаимности было выбрано мужчин:
839

Сколько взаимных симпатий было в зависимости от возраста?

age_gender_match = dating_data[['age', 'match', 'gender']]

age_gender_matched = age_gender_match[age_gender_match.match == 1]

age_gender_matched_sorted = age_gender_matched.groupby(['age', 'gender']).count().sort_values('age', ascending=True)
age_gender_matched_sorted = age_gender_matched_sorted.reset_index()
plt.plot(
    age_gender_matched_sorted[age_gender_matched_sorted.gender == 'F']['age'], 
    age_gender_matched_sorted[age_gender_matched_sorted.gender == 'F'].match, label='Female' 
)

plt.plot(
    age_gender_matched_sorted[age_gender_matched_sorted.gender == 'M']['age'], 
    age_gender_matched_sorted[age_gender_matched_sorted.gender == 'M'].match, label='Male' 
)
plt.title('Количество взаимных симпатий было в зависимости от возраста.')
plt.xlabel('Возраст')
plt.ylabel('Количество взаимных симпатий')
plt.legend()
plt.show()

1. Какова основная цель участия в этом мероприятии у женщин?

2. Какова основная цель участия в этом мероприятии у мужчин?

• goal - What is your primary goal in participating in this event? 

Seemed like a fun night out=1
    To meet new people=2
    To get a date=3
    Looking for a serious relationship=4
    To say I did it=5
    Other=6

goal_id_gender = dating_data[['goal', 'id', 'gender']]

dating_goal_female = goal_id_gender[goal_id_gender['gender'] == 'F']
dating_goal_male = goal_id_gender[goal_id_gender['gender'] == 'M']

dating_goal_count_female = dating_goal_female.groupby(['goal']).count()[['id']].reset_index()
dating_goal_count_male = dating_goal_male.groupby(['goal']).count()[['id']].reset_index()
plt.plot(
    dating_goal_count_female['goal'], 
    dating_goal_count_female.id, label='Female' 
)

plt.plot(
    dating_goal_count_male['goal'], 
    dating_goal_count_male.id, label='Male' 
)
plt.title('Количество: основная цель участия в этом мероприятии (F & M).')
plt.xlabel('Цель участия в этом мероприятии')
plt.ylabel('Количество человек выбрали данную цель.')
plt.text(3, 1200, ' - Seemed like a fun night out=1 \n - To meet new people=2 \n - To get a date=3\n - Looking for a serious relationship=4\n - To say I did it=5\n - Other=6')
plt.legend()
plt.show()